{"id":"W2161886565","doi":"10.1093/occmed/kqu133","title":"Physical and psychological determinants of injury in Ontario forest firefighters","year":2014,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Laurentian University","funders":"Ministry of Natural Resources","keywords":"Neuroticism; Openness to experience; Personality; Occupational safety and health; Injury prevention; Construct (python library); Poison control; Medicine; Psychology; Suicide prevention; Conscientiousness; Big Five personality traits; Clinical psychology; Applied psychology; Environmental health; Social psychology; Extraversion and introversion","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004657225,0.00009737404,0.000278384,0.0001072426,0.000122438,6.181629e-7,0.00007388263,0.00009498555,0.0003166719],"category_scores_gemma":[0.000250717,0.00006831523,0.00001565998,0.0001126361,0.0001376881,0.00007191145,0.00002690144,0.0003370769,0.00003175974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007591739,"about_ca_system_score_gemma":0.0001428488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00885068,"about_ca_topic_score_gemma":0.05463452,"domain_scores_codex":[0.9987559,0.0001238082,0.0004574359,0.0001792278,0.0002538745,0.0002297122],"domain_scores_gemma":[0.9989071,0.0006012202,0.0001696505,0.0001249423,0.00007984397,0.0001172059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004544785,0.00006803498,0.9909346,0.0000891874,0.000001193039,5.181316e-7,0.0009737671,0.000002281016,0.00002463661,0.002107074,0.0008514368,0.004492847],"study_design_scores_gemma":[0.001115698,0.0005873149,0.9910643,0.000299568,0.000004068383,0.000001092289,0.00002945614,0.00124346,0.000004913329,0.002460416,0.003127719,0.00006205903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957306,0.00001232763,0.00004144726,0.0003860112,0.0003026601,0.000239715,0.000009384268,0.000009851152,0.00326794],"genre_scores_gemma":[0.9979689,0.000009803824,0.0002473398,0.001088286,0.0003184211,0.00004755189,0.00003194754,0.000005678447,0.0002820327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04578384,"threshold_uncertainty_score":0.9977494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038379075469147,"score_gpt":0.4828488693446681,"score_spread":0.3790109617977535,"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."}}