{"id":"W4400269515","doi":"10.24124/2024/59527","title":"Mental health outcomes and psychosocial risk factors in wildland firefighters and support staff","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Psychosocial; Mental health; Psychology; Psychosocial support; Medicine; Applied psychology; Environmental health; Nursing; Psychiatry","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":[0.000460228,0.0002936694,0.0005147701,0.0002603564,0.0007009507,0.00001814648,0.00006409726,0.0003943778,0.0005167543],"category_scores_gemma":[0.00002726079,0.0002214889,0.00004415608,0.0001318558,0.00002740069,0.0001268397,0.00002463586,0.001070609,0.0000708912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002058008,"about_ca_system_score_gemma":0.0008674275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005970967,"about_ca_topic_score_gemma":0.0436084,"domain_scores_codex":[0.997851,0.0001761676,0.0007564829,0.0004132973,0.0002764742,0.0005265705],"domain_scores_gemma":[0.9990253,0.000229427,0.0003168305,0.00011239,0.00003287933,0.0002831896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001788918,0.00003063473,0.9345018,0.001844951,0.00002235364,8.029655e-7,0.02951024,1.027907e-7,2.096902e-7,0.0001508202,0.030536,0.003223147],"study_design_scores_gemma":[0.0008149871,0.0001718225,0.9567136,0.0004128077,0.00001247194,3.012128e-7,0.01058842,0.00004523926,3.176517e-7,0.0002357026,0.03079874,0.0002056001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862674,0.0007006387,3.568145e-7,0.00179966,0.002953384,0.001120469,0.000686578,0.00006009234,0.006411444],"genre_scores_gemma":[0.9304862,0.01172739,0.0001119356,0.001477947,0.0002772532,0.000144651,0.006979383,0.00007324945,0.04872199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05578117,"threshold_uncertainty_score":0.9738433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471170776723718,"score_gpt":0.4573879869371874,"score_spread":0.4226762791699502,"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."}}