{"id":"W2976053178","doi":"10.1503/cmaj.1095805","title":"Helping doctors by helping patients meet social needs","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Social needs; Medicine; Family medicine; Alternative medicine; Health care; Political science; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002664603,0.0004219881,0.0004598551,0.0008180326,0.006711161,0.00306368,0.0006696376,0.003160778,0.01467209],"category_scores_gemma":[0.01439968,0.0003102965,0.0007295816,0.0004399966,0.002595475,0.002087279,0.005740512,0.00322363,0.003297073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001864495,"about_ca_system_score_gemma":0.009486735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007057447,"about_ca_topic_score_gemma":0.0206884,"domain_scores_codex":[0.9964282,0.001580656,0.0001217915,0.0001388861,0.0007968866,0.0009335724],"domain_scores_gemma":[0.989467,0.001397926,0.001441885,0.0004236351,0.001481795,0.005787777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001988109,0.002359017,0.09135676,0.001687029,0.0003265259,0.002379991,0.07254935,0.0004603123,0.007032076,0.01996674,0.4402379,0.3614455],"study_design_scores_gemma":[0.0003717223,0.001333237,0.1297726,0.001580523,0.0002254676,0.003406002,0.09384719,0.0004670884,0.001704624,0.03017415,0.7369433,0.0001740814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3107455,0.006050897,0.004256325,0.4699913,0.006199357,0.0004667152,0.0002799428,0.0004643374,0.2015456],"genre_scores_gemma":[0.8487272,0.009150439,0.01262982,0.09073816,0.003351859,0.0003131499,0.0002556131,0.00008458181,0.03474913],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01467209,"threshold_uncertainty_score":0.04908305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043438169532228,"score_gpt":0.3535376243378406,"score_spread":0.3331032426425183,"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."}}