{"id":"W4410812167","doi":"10.1093/pch/pxaf022","title":"An innovative approach to patient and family involvement in postgraduate medical education","year":2025,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Children's Hospital; McMaster University","funders":"","keywords":"Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00794847,0.0007169607,0.0003218011,0.000912581,0.005428374,0.003527218,0.002049335,0.002456468,0.012548],"category_scores_gemma":[0.0120019,0.000339926,0.0006464401,0.0003857487,0.003512966,0.003635513,0.0118398,0.004333691,0.00172738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149526,"about_ca_system_score_gemma":0.00521765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000472544,"about_ca_topic_score_gemma":0.002205696,"domain_scores_codex":[0.9895705,0.008242245,0.0001786219,0.0005041298,0.0008621034,0.0006424643],"domain_scores_gemma":[0.9896396,0.006263874,0.0006545791,0.0006598033,0.000435684,0.002346542],"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":[0.0002692848,0.009771214,0.005463602,0.001338221,0.00005613301,0.002233264,0.2973755,0.0004235204,0.009958162,0.02077882,0.04074661,0.6115857],"study_design_scores_gemma":[0.0007264882,0.005266858,0.01810734,0.002524658,0.0001823743,0.008947039,0.2436556,0.002627633,0.008212218,0.03214635,0.677335,0.0002685085],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5640185,0.001818209,0.1547645,0.08712459,0.003422606,0.004599294,0.000163341,0.001885024,0.1822039],"genre_scores_gemma":[0.8046352,0.001136315,0.1530346,0.01411422,0.0008206561,0.003971036,0.00009022457,0.000149382,0.0220484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.012548,"threshold_uncertainty_score":0.04203606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701724839419025,"score_gpt":0.330245219973127,"score_spread":0.3132279715789368,"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."}}