{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005275893,0.0001919357,0.00014796,0.0005552451,0.001118827,0.0006795025,0.0002301323,0.0003352581,0.001887893],"category_scores_gemma":[0.001383509,0.000162605,0.0002074518,0.0004668694,0.0003042702,0.0002802206,0.0005985164,0.0005556716,0.0003760466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008338196,"about_ca_system_score_gemma":0.001427382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03123786,"about_ca_topic_score_gemma":0.07193488,"domain_scores_codex":[0.9998029,0.00003564036,0.00001020154,0.00001872628,0.00003864425,0.0000938977],"domain_scores_gemma":[0.9995227,0.00005651714,0.0001557785,0.00001212433,0.00005653806,0.0001963594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003701906,0.0002567011,0.9936168,0.00001355089,0.00001189509,0.00007382009,0.001387561,0.00003372232,0.0001433646,0.00001809641,0.0002814658,0.004126155],"study_design_scores_gemma":[0.000003082199,0.00008771837,0.9955069,0.00001741113,0.00000387337,0.0000594536,0.004074225,0.0000430601,0.00004028019,0.00001733141,0.0001446963,0.000002072427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995788,0.00004540851,0.000006085229,0.00005729979,0.000001799322,0.000005008309,0.00005396283,4.390679e-7,0.0002512231],"genre_scores_gemma":[0.999195,0.0001402371,0.00002976703,0.00003487328,0.000005455452,0.00001556249,0.0001248895,4.48015e-7,0.0004537017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03123786,"threshold_uncertainty_score":0.06211209,"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."}}