{"id":"W1514576082","doi":"","title":"Increasing Patient Involvement in Health Professional Education","year":2015,"lang":"en","type":"article","venue":"Health professional student journal","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"General partnership; Health care; Health professionals; Professional development; Medical education; Work (physics); Medicine; Nursing; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008528779,0.0005226415,0.0009801285,0.0008250519,0.004321123,0.00004748131,0.0009926192,0.0003687763,0.0003764558],"category_scores_gemma":[0.001055161,0.0004426827,0.0001403344,0.0008856448,0.0001112117,0.0006362001,0.00111281,0.004873795,0.0003052021],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009655901,"about_ca_system_score_gemma":0.04341394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005031043,"about_ca_topic_score_gemma":0.001699771,"domain_scores_codex":[0.9738244,0.01591171,0.004741934,0.0006954053,0.002791801,0.002034795],"domain_scores_gemma":[0.990268,0.0009729349,0.00381069,0.0008667918,0.001603632,0.002477947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005315151,0.002638856,0.7852878,0.0009908167,0.00003017532,0.000008004435,0.09094194,0.00006787432,0.000008090825,0.002146689,0.09920164,0.01814658],"study_design_scores_gemma":[0.004823686,0.001108693,0.4977831,0.01168676,0.000006975729,0.00009302407,0.2502953,0.000133621,0.000001835504,0.003432167,0.2300868,0.0005480039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8431646,0.02139737,0.00005796314,0.1041409,0.02237197,0.006838867,0.00003754794,0.0001711307,0.001819654],"genre_scores_gemma":[0.9228113,0.001164418,0.006638961,0.06408373,0.001335795,0.001768346,0.0002321656,0.000114282,0.001850991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2875047,"threshold_uncertainty_score":0.9998025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2765847949498506,"score_gpt":0.5269894190020197,"score_spread":0.2504046240521691,"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."}}