{"id":"W4389521115","doi":"10.1080/0142159x.2023.2289843","title":"Patient/public perceptions on engagement with a medical school: What needs to happen to support authentic and sustained participation","year":2023,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Empathy and Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Focus group; Perception; Medical education; Variety (cybernetics); Public engagement; Public relations; Community engagement; Psychology; Diversity (politics); Qualitative research; Medicine; Political science; Sociology; Business; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001794134,0.0001991658,0.0003039966,0.0004583614,0.0001615903,0.00007509036,0.000130638,0.0002262215,0.02062338],"category_scores_gemma":[0.01372288,0.0001416923,0.00005141724,0.0009972762,0.0001390318,0.000162716,0.0001363359,0.0006641054,0.00131129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654885,"about_ca_system_score_gemma":0.0009982699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002848183,"about_ca_topic_score_gemma":0.00003656008,"domain_scores_codex":[0.9963588,0.0002075428,0.0003964909,0.0003956819,0.002056035,0.0005855229],"domain_scores_gemma":[0.9950453,0.0001440803,0.00004164832,0.0003448689,0.0001223867,0.004301728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006807726,0.002891746,0.0510361,0.0002487531,0.0002188546,0.0004929659,0.2190456,0.00000481448,0.00005664304,0.001225358,0.1898831,0.5342153],"study_design_scores_gemma":[0.008689238,0.0145062,0.2680849,0.004234683,0.0004835012,0.00016698,0.4787081,0.006923623,0.00009496186,0.0002687192,0.2167759,0.001063216],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8603256,0.00001489065,0.0005707763,0.1365672,0.0002888764,0.0007962417,0.000001028559,0.0001946681,0.001240746],"genre_scores_gemma":[0.9767381,0.00006248444,0.00009763437,0.01656916,0.0004004555,0.0004607158,0.0001396031,0.00003539818,0.005496454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5331521,"threshold_uncertainty_score":0.9994663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04743053636464229,"score_gpt":0.3624260120070327,"score_spread":0.3149954756423904,"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."}}