{"id":"W4386154257","doi":"10.1093/ije/dyad115","title":"Reducing the risks of nuclear war: the role of health professionals","year":2023,"lang":"en","type":"article","venue":"International Journal of Epidemiology","topic":"Nuclear Issues and Defense","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Bulletin of Medical History","funders":"","keywords":"Environmental health; Medicine; Health professionals; Business; Political science; Health care; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01155811,0.00004811266,0.0002767743,0.00009041905,0.0001728984,0.000004021203,0.0006556566,0.00005670238,0.0002236978],"category_scores_gemma":[0.00510463,0.00002512529,0.0001610019,0.0001416359,0.0003659839,0.00006379704,0.00009427633,0.000221283,0.00002104856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004368105,"about_ca_system_score_gemma":0.0001828704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002565455,"about_ca_topic_score_gemma":0.00006026053,"domain_scores_codex":[0.9968858,0.001704327,0.0008182412,0.00007082814,0.0003447472,0.0001761],"domain_scores_gemma":[0.9952062,0.002977757,0.001287232,0.0001066672,0.0003767918,0.00004530169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002863032,0.0001924442,0.03120279,0.00001461374,0.0004997334,0.0000124621,0.08037216,0.0017668,0.0008856345,0.5632848,0.1727886,0.1486937],"study_design_scores_gemma":[0.0002479629,0.0001734879,0.05316715,0.0001971843,0.00001568356,0.00003099491,0.04258362,0.0004897509,0.00004619315,0.1143276,0.7886582,0.00006220277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7815409,0.002982597,0.00002987381,0.2077059,0.001997399,0.0001309087,0.00001269401,0.00001274368,0.005586984],"genre_scores_gemma":[0.9956236,0.001636269,0.0002863113,0.001824556,0.0004712003,6.664384e-7,9.692495e-7,0.000006214196,0.000150185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6158696,"threshold_uncertainty_score":0.6111088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1712166775617874,"score_gpt":0.4946116097731075,"score_spread":0.3233949322113201,"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."}}