{"id":"W2907469610","doi":"10.1177/0706743718815893","title":"Development and Evaluation of a Recovery College Fidelity Measure","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute for Health and Care Research","keywords":"Checklist; Medical education; Psychology; Fidelity; Trainer; Content validity; Applied psychology; Computer science; Medicine; Psychometrics; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.005834657,0.00006782151,0.0001424704,0.0001135549,0.0009062918,0.000003332291,0.0001273174,0.00007381466,0.0003779878],"category_scores_gemma":[0.00006761121,0.00004719204,0.00002962521,0.0001220989,0.00008203067,0.00005389798,0.000009950442,0.0002620492,0.00001999132],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004110509,"about_ca_system_score_gemma":0.0165305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006381266,"about_ca_topic_score_gemma":0.7136077,"domain_scores_codex":[0.998036,0.0005299332,0.0006991191,0.00006740114,0.0004197154,0.0002478127],"domain_scores_gemma":[0.9981084,0.000062481,0.0005400951,0.0001354758,0.0007713792,0.0003821259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006577382,0.0001044228,0.7972143,0.001141452,0.0002541963,0.000002375743,0.03122003,0.00001109231,0.00002801399,0.01953711,0.1067303,0.04309892],"study_design_scores_gemma":[0.007427426,0.00206301,0.7120489,0.006918101,0.0004452062,0.00004660481,0.03824033,0.0002802858,0.0002187188,0.09795766,0.133875,0.0004786894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857416,0.00128013,0.00001505583,0.003088447,0.003619068,0.0004834562,0.00003455468,0.000001473693,0.005736254],"genre_scores_gemma":[0.9937693,0.000008337869,0.003706884,0.001925854,0.0004677696,0.000008603566,0.000004221532,0.000006722579,0.0001023066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7072265,"threshold_uncertainty_score":0.9890448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.240639595408687,"score_gpt":0.41424022190746,"score_spread":0.173600626498773,"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."}}