{"id":"W3210088972","doi":"10.1136/bmjoq-2021-001540","title":"Opportunity to inform social needs within a hospital setting using data-driven patient engagement","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian College of Naturopathic Medicine; University of Toronto; University Health Network","funders":"","keywords":"Psychological intervention; Documentation; Social support; Needs assessment; Medicine; Health care; Psychology; Nursing; Medical education; Political science; Social psychology","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":[0.05084077,0.0009296979,0.0006537741,0.004197169,0.002848136,0.007013393,0.002374077,0.001404539,0.003174499],"category_scores_gemma":[0.07401335,0.0007144065,0.001175043,0.002896145,0.002821519,0.00556577,0.01178391,0.002673357,0.0006308071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00441174,"about_ca_system_score_gemma":0.007190809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00272675,"about_ca_topic_score_gemma":0.00638741,"domain_scores_codex":[0.9421153,0.04912121,0.001840012,0.001984589,0.003512553,0.00142638],"domain_scores_gemma":[0.8899624,0.08845933,0.004786385,0.006932111,0.006858059,0.003001648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004676618,0.001074228,0.09287044,0.003294398,0.0001990712,0.001353284,0.6681921,0.002971105,0.004761899,0.01439513,0.007748299,0.2026723],"study_design_scores_gemma":[0.000278826,0.001578855,0.0413225,0.004026797,0.0002155275,0.001137073,0.7514988,0.02396991,0.008082147,0.05332848,0.1142493,0.0003118848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7223107,0.0009711945,0.2023719,0.01721875,0.0002845006,0.01475076,0.006212803,0.0006674155,0.03521208],"genre_scores_gemma":[0.7816411,0.0004954508,0.2030793,0.001724169,0.00005851569,0.00911653,0.001751616,0.0001263952,0.002006785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05084077,"threshold_uncertainty_score":0.2688749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.725749051925336,"score_gpt":0.6250179435646479,"score_spread":0.1007311083606881,"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."}}