{"id":"W2342898739","doi":"","title":"Development and Validation of the McMaster Prescribing Competency Assessment for Medical Trainees (MacPCA).","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Construct validity; Face validity; Test (biology); Medicine; Medical education; Competency assessment; Educational measurement; Construct (python library); Clinical pharmacology; Medical school; Family medicine; Psychology; Curriculum; Clinical psychology; Psychometrics; Computer science; Pharmacology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008448235,0.0003964338,0.0003739156,0.001465827,0.0006949456,0.0007321181,0.0008790905,0.0004679372,0.00121151],"category_scores_gemma":[0.02739626,0.0003062697,0.0006639207,0.0007575679,0.0004838578,0.0004720388,0.001537998,0.0007642093,0.0004205432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003558545,"about_ca_system_score_gemma":0.015801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07867983,"about_ca_topic_score_gemma":0.1641701,"domain_scores_codex":[0.9946296,0.001098478,0.0004997137,0.0003336755,0.003091865,0.0003466574],"domain_scores_gemma":[0.9846395,0.003001938,0.001979101,0.000506309,0.008617828,0.001255276],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004999206,0.001437144,0.6463686,0.0004404696,0.0001238447,0.0001851254,0.004042192,0.00156826,0.006048697,0.0007462159,0.009775722,0.3287638],"study_design_scores_gemma":[0.0000955256,0.0008350075,0.9818286,0.0002267505,0.00003475488,0.0002541174,0.0009710451,0.003416999,0.002180076,0.0001889328,0.009929392,0.00003897266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549996,0.0006914817,0.01387067,0.0009007229,0.0001875549,0.01468554,0.002300234,0.0002753539,0.01208892],"genre_scores_gemma":[0.9200376,0.0004179971,0.06695432,0.0003590154,0.00003234447,0.006871892,0.002069424,0.00003273972,0.003224642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9915518,"threshold_uncertainty_score":0.1564437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06594374714676017,"score_gpt":0.3237280758904995,"score_spread":0.2577843287437394,"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."}}