{"id":"W4411053776","doi":"10.2196/65485","title":"A Training Program to Support Patient Engagement in Primary Health Care Research: Co-Design, Implementation, and Evaluation Study","year":2025,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medical education; Needs assessment; Health care; Program Design Language; Program evaluation; Psychology; Medicine; Nursing; Knowledge management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0289188,0.0001423175,0.0004985792,0.0008092627,0.0006122761,0.000006362792,0.0001206142,0.00004704914,0.0002727117],"category_scores_gemma":[0.0002354602,0.0001101238,0.00002267175,0.0005484303,0.00006063245,0.00009546115,0.00008017098,0.0007370293,0.000007254484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00200705,"about_ca_system_score_gemma":0.00359763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002732438,"about_ca_topic_score_gemma":0.0007687189,"domain_scores_codex":[0.9883506,0.006985759,0.002189847,0.0002451115,0.001500203,0.0007285036],"domain_scores_gemma":[0.9973869,0.0006459166,0.0004942778,0.0001892952,0.0007878573,0.000495767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005702951,0.0007083488,0.2018382,0.001091479,0.00004754174,0.00001932405,0.4607665,0.00003995803,0.0000457191,0.00004225089,0.02958298,0.3052475],"study_design_scores_gemma":[0.008020782,0.02943406,0.1939756,0.002035222,0.00006817031,0.000001303367,0.7431278,0.00005311717,0.00003135609,0.00008726968,0.02306577,0.00009959234],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843426,0.0009308183,0.0001430083,0.003614404,0.0007819482,0.009475494,0.000006047647,0.00001234546,0.0006933071],"genre_scores_gemma":[0.9914393,0.00004746091,0.0004850391,0.006364299,0.0001431815,0.001449198,0.00003607422,0.00001168001,0.00002372391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3051479,"threshold_uncertainty_score":0.9999325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8594999428898118,"score_gpt":0.7107726942209286,"score_spread":0.1487272486688832,"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."}}