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Danger days the day-ahead forecast missed: Karachi 2, Manila 2, Cuiabá 1, Dhaka 1, Ho Chi Minh City 1. Day-ahead Danger forecasts that did not happen: Ho Chi Minh City 2, Cuiabá 1, Dhaka 1, Manila 1. Dubai: every day-ahead Danger forecast was right (14 of 14). Mombasa: the most accurate forecast (off by 0.5 °C on average). Lagos: the forecast ran cool (-0.4 °C one day ahead, -0.9 °C three days ahead).","noteBy":"model","rejectedClaims":[],"overall":{"lead1MaeC":0.9,"lead3MaeC":1.2,"lead1BiasC":0.1},"cities":[{"place":"Dubai, United Arab Emirates","lead1":{"tierAgreement":1,"biasC":0.3,"days":14,"maeC":0.9},"lead3":{"days":14,"tierAgreement":0.93,"biasC":-0.2,"maeC":1.5},"danger":{"misses":0,"falseAlarms":0,"hits":14,"correctNegatives":0}},{"place":"Cuiabá, Brazil","lead1":{"tierAgreement":0.86,"maeC":1.4,"days":14,"biasC":0.7},"lead3":{"tierAgreement":0.79,"maeC":1.6,"days":14,"biasC":0.8},"danger":{"correctNegatives":10,"misses":1,"hits":2,"falseAlarms":1}},{"place":"Ho Chi Minh City, Vietnam","lead1":{"days":14,"biasC":0.2,"maeC":0.8,"tierAgreement":0.79},"lead3":{"biasC":-0.6,"maeC":1.2,"days":14,"tierAgreement":0.64},"danger":{"hits":3,"misses":1,"falseAlarms":2,"correctNegatives":8}},{"place":"Dhaka, Bangladesh","lead1":{"days":14,"maeC":0.7,"biasC":0.3,"tierAgreement":0.86},"lead3":{"days":14,"maeC":0.8,"biasC":0.3,"tierAgreement":0.79},"danger":{"correctNegatives":9,"hits":3,"misses":1,"falseAlarms":1}},{"place":"Phoenix, United States","lead1":{"days":14,"tierAgreement":0.93,"maeC":1,"biasC":0.5},"lead3":{"tierAgreement":0.79,"maeC":1.8,"biasC":-0.3,"days":14},"danger":{"falseAlarms":0,"hits":0,"misses":0,"correctNegatives":14}},{"place":"Mombasa, Kenya","lead1":{"maeC":0.5,"days":14,"tierAgreement":0.93,"biasC":-0.4},"lead3":{"days":14,"biasC":-0.4,"maeC":0.4,"tierAgreement":0.93},"danger":{"falseAlarms":0,"correctNegatives":14,"misses":0,"hits":0}},{"place":"Lagos, Nigeria","lead1":{"tierAgreement":0.64,"days":14,"biasC":-0.4,"maeC":0.9},"lead3":{"days":14,"maeC":1.2,"tierAgreement":0.43,"biasC":-0.9},"danger":{"misses":0,"hits":0,"correctNegatives":14,"falseAlarms":0}},{"place":"Manila, Philippines","lead1":{"maeC":0.6,"tierAgreement":0.79,"days":14,"biasC":-0.5},"lead3":{"days":14,"maeC":1,"biasC":-0.8,"tierAgreement":0.86},"danger":{"correctNegatives":11,"hits":0,"misses":2,"falseAlarms":1}},{"place":"New Delhi, India","lead1":{"biasC":0.1,"days":14,"tierAgreement":0.86,"maeC":1.1},"lead3":{"biasC":0.7,"tierAgreement":0.79,"maeC":1.6,"days":14},"danger":{"falseAlarms":0,"misses":0,"hits":0,"correctNegatives":14}},{"place":"Karachi, Pakistan","lead1":{"days":14,"maeC":0.6,"biasC":-0.1,"tierAgreement":0.86},"lead3":{"days":14,"tierAgreement":0.86,"biasC":-0.3,"maeC":0.9},"danger":{"correctNegatives":12,"hits":0,"misses":2,"falseAlarms":0}}]},"coach":{"generatedAt":"2026-10-07T02:30:44.425Z","reviewed":34,"added":{},"rejected":1,"sizes":{"ar":1,"ur":1,"sw":3,"es":1,"bn":2,"tl":2,"hi":6},"samples":{"ar":[{"wrong":"ينخفض الحرارة","use":"تنخفض الحرارة","meaning":"The temperature drops."}],"ur":[{"wrong":"تھڑی دھوپ","use":"دوپہر کی دھوپ","meaning":"midday sun"}],"sw":[{"wrong":"mtelezaji","use":"mtu","meaning":"person"},{"wrong":"uvujai","use":"uchovu","meaning":"tiredness or fatigue"},{"wrong":"ikiwa utajisikia kichocho","use":"ikiwa utajisikia kizunguzungu","meaning":"dizziness"}],"es":[{"wrong":"lome descansos","use":"tome descansos","meaning":"Take breaks"}],"bn":[{"wrong":"কালকের সকালে","use":"কালকে সকালে","meaning":"tomorrow"},{"wrong":"ছায়ায়ে","use":"ছায়ায়","meaning":"in the shade"}],"tl":[{"wrong":"mag-keep","use":"panatilihin","meaning":"to keep or maintain"},{"wrong":"inaasahang sa","use":"inaasahan sa","meaning":"expected in"}],"hi":[{"wrong":"दोर्ज","use":"पड़ोस","meaning":"neighborhood"},{"wrong":"ग्र्मी","use":"गर्म","meaning":"hot"},{"wrong":"पानि","use":"पानी","meaning":"water"}]}},"reviews":[{"agent":"vera","at":"2026-10-07T02:00:11.917Z","language":"en","verdict":"approve","method":"rules+llm","issues":[{"rule":"e","quote":"Stay in the shade and rest every 15 minutes during work.","problem":"The tone is too relaxed for a 'Danger' level heat risk. Stronger emphasis on the need for frequent rest and shade is required.","fix":"Take strong precautions: stay in the shade and rest every 15 minutes during work.","severity":"minor"},{"problem":"The tone is too relaxed for a 'Danger' level heat risk. Stronger emphasis on the need for frequent hydration is required.","quote":"Drink water or sports drinks every 15 to 20 minutes.","fix":"Drink water or sports drinks every 15 to 20 minutes to stay hydrated.","rule":"e","severity":"minor"}],"backTranslationHeadline":null},{"agent":"lexi","at":"2026-10-07T02:00:11.297Z","language":"en","verdict":"approve","method":"langid+llm","issues":[{"quote":"Drink water or sports drinks every 15 to 20 minutes.","category":"style","severity":"minor","problem":"The phrase'sports drinks' is not necessary and could be simplified.","fix":"Drink water every 15 to 20 minutes."}],"backTranslationHeadline":"Dangerous heat today; take strong precautions."},{"agent":"lexi","at":"2026-10-07T02:00:09.282Z","language":"en","verdict":"revise","method":"langid+llm","issues":[{"problem":"'Danger heat' is not a common phrase in English. A more natural phrase would be 'Dangerous heat' or 'Heat danger.'","category":"word","severity":"minor","quote":"Danger heat today; take strong precautions.","fix":"Dangerous heat today; take strong precautions."},{"fix":"Stay in the shade and rest every 15 minutes during work.","severity":"blocking","quote":"Stay in shade and rest every 15 minutes during work.","category":"word","problem":"'shade' should be 'the shade' to be grammatically correct."},{"severity":"minor","problem":"The phrase 'electrolyte drinks' is understood but could be simplified to'sports drinks' for clarity.","fix":"Drink water or sports drinks every 15 minutes.","quote":"Drink water or electrolyte drinks every 15 minutes.","category":"style"}],"backTranslationHeadline":"Danger heat today; take strong precautions."},{"agent":"vera","at":"2026-10-07T02:00:07.750Z","language":"en","verdict":"revise","method":"rules+llm","issues":[{"quote":"Drink water or electrolyte drinks every 15 minutes.","rule":"b","problem":"This advice could lead to drinking more than the recommended limit of about 1.5 litres (6 cups) of fluid per hour.","fix":"Drink water or electrolyte drinks every 15 to 20 minutes.","severity":"blocking"}],"backTranslationHeadline":null},{"agent":"lexi","at":"2026-10-06T07:00:15.230Z","language":"en","verdict":"approve","method":"langid+llm","issues":[{"severity":"minor","problem":"awkward phrasing","category":"style","fix":"take every break you can get","quote":"take every break you can"},{"severity":"minor","category":"style","quote":"Work only in short bursts and rest in shade for longer periods.","fix":"Work in short bursts and rest in the shade for longer periods.","problem":"awkward phrasing"},{"quote":"Drink about one cup of water every 15 minutes; add electrolytes if sweating heavily.","fix":"Drink about one cup of water every 15 minutes. Add electrolytes if you are sweating heavily.","severity":"minor","category":"style","problem":"awkward phrasing"}],"backTranslationHeadline":"Extreme heat today, take every break you can."},{"agent":"vera","at":"2026-10-06T07:00:14.146Z","language":"en","verdict":"approve","method":"rules+llm","issues":[{"quote":"Work only in short bursts and rest in shade for longer periods.","problem":"The tone is too relaxed given the 'Danger' and 'Extreme Danger' heat risk levels.","fix":"Work only in very short bursts and rest in shade for much longer periods.","rule":"e","severity":"minor"}],"backTranslationHeadline":null},{"agent":"vera","at":"2026-10-06T07:00:12.579Z","language":"en","verdict":"approve","method":"rules+llm","issues":[{"rule":"d","severity":"minor","problem":"The message does not explicitly tell people to call the local emergency number for heat-stroke signs. (the help sentence does tell people to call the emergency number)","quote":"If you feel confusion, faint, or have slurred speech, call your local emergency number right away.","fix":"If you feel confusion, faint, or have slurred speech, these could be signs of heat stroke. Call your local emergency number right away."}],"backTranslationHeadline":null},{"agent":"lexi","at":"2026-10-06T07:00:08.533Z","language":"en","verdict":"revise","method":"langid+llm","issues":[{"problem":"'Confusion' is not typically used as a verb. It should be 'feel confused'.","fix":"feel confused","category":"word","quote":"feel confusion","severity":"blocking"}],"backTranslationHeadline":"Extreme heat today, take every break you can."}],"reviewStats24h":{"atLeast":false,"total":4,"approved":2,"sentBack":2}}