{"id":"W4391116466","doi":"10.1370/afm.3053","title":"A Brief Tool to Screen Patients for Precarious Employment: A Validation Study","year":2024,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; St. Michael's Hospital; Occupational Cancer Research Centre; University of Ottawa; York University; Public Health Ontario; University of Toronto","funders":"McMaster University","keywords":"Medicine; Nursing; Family medicine","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":[0.01108428,0.0008772739,0.0008590582,0.001426158,0.0009559454,0.0008659959,0.0008803407,0.001272904,0.001709293],"category_scores_gemma":[0.02095653,0.0004792628,0.001015266,0.0009642632,0.0006817202,0.001004713,0.001061703,0.001227046,0.000663977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001366298,"about_ca_system_score_gemma":0.003180794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006037478,"about_ca_topic_score_gemma":0.01055377,"domain_scores_codex":[0.9961712,0.00185283,0.0005821663,0.0002108986,0.0008446845,0.0003382773],"domain_scores_gemma":[0.9878477,0.005438983,0.001760326,0.0007933971,0.003321353,0.0008383069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002098512,0.01371108,0.8760129,0.0004981286,0.0001380908,0.0005865826,0.005333858,0.0004488394,0.00180389,0.0001645956,0.003444776,0.0957588],"study_design_scores_gemma":[0.001742703,0.01987994,0.9670256,0.0002514224,0.000142159,0.0008801748,0.002994271,0.002366684,0.0007531443,0.0001397819,0.003749157,0.00007489873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879071,0.0002164397,0.001430009,0.0003188054,0.0000596176,0.007813817,0.0008606436,0.00004491623,0.001348579],"genre_scores_gemma":[0.971351,0.0004458186,0.01192394,0.0004912383,0.00005565931,0.01301245,0.001923887,0.00001578676,0.0007800473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01108428,"threshold_uncertainty_score":0.05861992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3649733615982244,"score_gpt":0.5270583647045481,"score_spread":0.1620850031063238,"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."}}