{"id":"W4414614360","doi":"10.1192/j.eurpsy.2025.10110","title":"Impacts of extreme temperatures on mood disorders: A systematic review","year":2025,"lang":"en","type":"review","venue":"European Psychiatry","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"University of Cambridge","keywords":"Mental health; Mood; Public health; Public policy; Climate change","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005841212,0.001572843,0.005910327,0.006490071,0.0005871844,0.002338105,0.001448461,0.001490741,0.004156457],"category_scores_gemma":[0.01955712,0.0008651011,0.007898686,0.007422296,0.0005807033,0.001535824,0.001468911,0.001054318,0.0002803694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002501004,"about_ca_system_score_gemma":0.009433509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007754745,"about_ca_topic_score_gemma":0.02358376,"domain_scores_codex":[0.9961137,0.001415044,0.001197768,0.0003238717,0.0007740524,0.0001754561],"domain_scores_gemma":[0.9881777,0.008360864,0.002091476,0.0001715281,0.00105321,0.0001452237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000117959,0.00001450555,0.0006742185,0.9494102,0.01123198,0.00009884116,0.0001207802,0.0001297769,0.0001253696,0.0001522867,0.001450108,0.03647396],"study_design_scores_gemma":[0.0001640697,0.000191773,0.005729661,0.8637726,0.1059705,0.0004459269,0.0002608628,0.0001075335,0.000207839,0.0003528249,0.02275784,0.00003852588],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005852273,0.9985253,0.0001010858,0.0001702225,0.00008371674,0.0001439724,0.0001879948,0.000006584003,0.0001959032],"genre_scores_gemma":[0.007548823,0.9914957,0.0002844028,0.0002554379,0.00005683269,0.0001936962,0.0001046325,0.000002554518,0.00005786133],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007754745,"threshold_uncertainty_score":0.03089166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04804736701361031,"score_gpt":0.3390390185977059,"score_spread":0.2909916515840956,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}