{"id":"W4293240393","doi":"10.47339/ephj.2022.214","title":"Knowledge of protective measures during extreme heat events among the general public","year":2022,"lang":"en","type":"article","venue":"BCIT Environmental Public Health Journal","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Columbia Institute of Technology","keywords":"Extreme heat; Extreme weather; Climate change; Public health; Duration (music); Heat stress; Public sector; Medicine; Environmental science; Environmental health; Ecology; Political science; Atmospheric sciences; Biology; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003260782,0.0002734373,0.0003464619,0.0001617242,0.002835853,0.00007196708,0.000727736,0.00006313452,0.00938935],"category_scores_gemma":[0.00007286345,0.0002169111,0.0001697343,0.0004116929,0.0003260929,0.0006965926,0.0009300584,0.001026512,0.00009882048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003792169,"about_ca_system_score_gemma":0.0001885704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004769865,"about_ca_topic_score_gemma":0.0002010217,"domain_scores_codex":[0.9953076,0.001049182,0.0008099133,0.0003931673,0.001163478,0.001276703],"domain_scores_gemma":[0.9980642,0.0000560175,0.0004880835,0.0003861697,0.000007556711,0.0009979788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000179162,0.002983686,0.8662539,0.0001399451,0.0001296891,0.00004163713,0.02055202,0.001504329,0.01206047,0.00005825239,0.01613238,0.07996461],"study_design_scores_gemma":[0.001313515,0.0004854531,0.9493954,0.00002310593,0.000008474006,0.000522829,0.003568532,0.0003980055,0.0001193282,0.0002725589,0.04361138,0.0002814771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846504,0.0008997421,0.0001018787,0.01200429,0.0003880557,0.0009416907,0.00007330537,0.00002628441,0.000914346],"genre_scores_gemma":[0.9974413,0.0004695671,0.0000644387,0.001102971,0.0002503945,0.0001453147,0.00001707011,0.0000439669,0.0004649792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08314151,"threshold_uncertainty_score":0.9984623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253229975605359,"score_gpt":0.3052936727217379,"score_spread":0.179970675161202,"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."}}