{"id":"W4200193629","doi":"10.1136/bmjopen-2021-050829","title":"Immigrant status, gender and work disability duration: findings from a linked, retrospective cohort of workers’ compensation and immigration data from British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of British Columbia","funders":"Michael Smith Health Research BC; Canadian Institutes of Health Research; WorkSafeBC","keywords":"Medicine; Immigration; Retrospective cohort study; Workers' compensation; Cohort study; Epidemiology; Cohort; Duration (music); Gerontology; Compensation (psychology); Public health; Work (physics); Demography; Family medicine; Nursing; Surgery; Pathology; Law","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":[0.001117897,0.000342095,0.0004388016,0.001703518,0.002331727,0.00131638,0.00132558,0.0004770681,0.001758056],"category_scores_gemma":[0.002917635,0.0004128963,0.0005634954,0.005201457,0.0005591332,0.0003269746,0.001294391,0.0007231978,0.0003245191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009071272,"about_ca_system_score_gemma":0.01534414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9865717,"about_ca_topic_score_gemma":0.9911488,"domain_scores_codex":[0.9989291,0.0001018293,0.00008817644,0.0001863705,0.0003481634,0.0003464051],"domain_scores_gemma":[0.9978561,0.0001355308,0.0005026158,0.0001412468,0.0009428284,0.0004216688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006013851,0.00002315108,0.996672,0.00003025174,0.00006809551,0.0000517287,0.0005308724,0.00004064312,0.00006415774,0.00003431232,0.0009215171,0.001503111],"study_design_scores_gemma":[0.000005322307,0.00001116064,0.9980342,0.00004842959,0.00002810615,0.00003287525,0.001176907,0.00008640806,0.00001896769,0.000009928936,0.0005411354,0.000006697758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882889,0.0005850206,0.0001240049,0.0001659836,0.00001198567,0.00005255183,0.009655175,0.000007341729,0.001108967],"genre_scores_gemma":[0.9926853,0.0005122569,0.0001811095,0.0001193344,0.000005902454,0.00005163359,0.005580256,0.000006217989,0.0008579777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342833,"threshold_uncertainty_score":0.065817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282892422341988,"score_gpt":0.4419856690377438,"score_spread":0.313696426803545,"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."}}