{"id":"W4402335918","doi":"10.1177/11786302241276669","title":"Media-Based Post-Event Impact Analysis of the 2021 Heat Dome in Canada","year":2024,"lang":"en","type":"article","venue":"Environmental Health Insights","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; BC Centre for Disease Control; University of Ottawa; Health Canada","funders":"Mitacs; Canadian Institutes of Health Research; Health Canada; University of Ottawa","keywords":"Event (particle physics); Social media; Heat stress; Dome (geology); Public health; Content analysis; Natural disaster; Political science; Geography; Data science; Computer science; Medicine; Meteorology; Sociology; Law; Biology; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002721051,0.0004057345,0.0004124494,0.01423503,0.002279448,0.003340701,0.0007678164,0.0005405868,0.003785684],"category_scores_gemma":[0.01278263,0.0001799842,0.0005021417,0.02201387,0.0008843926,0.001068023,0.001729917,0.0008426978,0.0004044125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02431366,"about_ca_system_score_gemma":0.02955136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9588005,"about_ca_topic_score_gemma":0.9723049,"domain_scores_codex":[0.9980084,0.0002375661,0.0001329287,0.0001497285,0.001036754,0.0004347189],"domain_scores_gemma":[0.9804524,0.00596122,0.001851948,0.0003648768,0.0106544,0.0007150933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001478041,0.0004848042,0.6175751,0.01018406,0.001030982,0.005407222,0.05782913,0.004014026,0.003349529,0.00858805,0.08373582,0.2063232],"study_design_scores_gemma":[0.00004178764,0.00008281957,0.8769736,0.00176102,0.0005243476,0.0001413884,0.04109259,0.002305188,0.001508313,0.0006502254,0.07480314,0.0001157084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8073363,0.006415187,0.001591456,0.005200061,0.0002235095,0.0009910408,0.1210087,0.0001492799,0.05708458],"genre_scores_gemma":[0.9449854,0.007057675,0.002658081,0.000835938,0.0001881094,0.0005239662,0.03583344,0.00005155076,0.007865862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04119951,"threshold_uncertainty_score":0.1764088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890872205427239,"score_gpt":0.2856327721660497,"score_spread":0.2667240501117773,"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."}}