{"id":"W1563015190","doi":"10.1111/j.1365-2923.2007.02952.x","title":"Workplace‐based assessment for general practitioners: using stakeholder perception to aid blueprinting of an assessment battery","year":2007,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Blueprint; Stakeholder; Medical education; Perception; Audit; Test (biology); Psychology; Applied psychology; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003690419,0.0001714718,0.0002776706,0.00050618,0.0001591618,0.00003072452,0.0001341511,0.0002280112,0.0009960558],"category_scores_gemma":[0.002142067,0.0001689459,0.00007181359,0.0006688143,0.00009542336,0.000245213,0.00002486932,0.00040046,0.000005582031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035666,"about_ca_system_score_gemma":0.004158704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009191087,"about_ca_topic_score_gemma":0.00001217787,"domain_scores_codex":[0.9971779,0.0000908216,0.0008110408,0.0004047666,0.001162903,0.0003525564],"domain_scores_gemma":[0.9980798,0.0001384004,0.0003040467,0.0004116208,0.0008331607,0.0002329848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004682659,0.01092815,0.05203641,0.001371754,0.0001259358,0.000006105121,0.002385952,0.0007785728,0.0708894,0.002904445,0.02527754,0.8328274],"study_design_scores_gemma":[0.004744917,0.001320777,0.7391714,0.002202812,0.0004280758,0.0001082997,0.01574821,0.205393,0.004986173,0.0004113453,0.02475939,0.0007256304],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6114892,0.000004040796,0.3780645,0.008154778,0.001058524,0.0007367951,0.000001920638,0.00003388457,0.000456372],"genre_scores_gemma":[0.5085483,0.000001243675,0.4784333,0.01120384,0.001101529,0.0001255855,0.0004435499,0.00002659,0.0001161526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8321018,"threshold_uncertainty_score":0.9999171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05910419939859302,"score_gpt":0.4661850266746635,"score_spread":0.4070808272760705,"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."}}