{"id":"W4307280778","doi":"10.1111/medu.14960","title":"How workplace‐based assessments guide learning in postgraduate education: A scoping review","year":2022,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University; Western University; McMaster University","funders":"","keywords":"Summative assessment; Formative assessment; CINAHL; Context (archaeology); Medical education; Premise; Psychology; Medicine; Pedagogy; Nursing; Psychological intervention","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003526958,0.0006120435,0.002165798,0.001245617,0.0002426411,0.00009983582,0.0005789133,0.0005631474,0.004446464],"category_scores_gemma":[0.02698823,0.0005674533,0.0003964961,0.003872969,0.0001449465,0.0002034639,0.0001375919,0.003298695,0.00009056681],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002654174,"about_ca_system_score_gemma":0.08270483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005773656,"about_ca_topic_score_gemma":0.00001056774,"domain_scores_codex":[0.9931949,0.0009852275,0.001959675,0.0009749247,0.002315369,0.0005698461],"domain_scores_gemma":[0.9967363,0.0004360864,0.001153053,0.0009767,0.00042533,0.0002724667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000390312,0.001043485,0.00005231589,0.1413044,0.00002827735,0.000007405454,0.00002553819,1.271548e-7,1.66643e-8,0.00007499149,0.07881052,0.778649],"study_design_scores_gemma":[0.0001976388,0.00006695651,0.0000093861,0.411182,0.0004270844,0.0001239296,0.0001308483,0.00003487066,5.731797e-8,0.000006479735,0.5875641,0.0002566849],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004282505,0.9567556,0.0002050707,0.03001758,0.004027,0.004442572,0.000001863688,0.0001321492,0.00441391],"genre_scores_gemma":[0.000001554386,0.9472911,0.003642545,0.02585711,0.001100238,0.005901027,0.00507988,0.0001260208,0.01100051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7783923,"threshold_uncertainty_score":0.9996777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07231472317700546,"score_gpt":0.500539774719379,"score_spread":0.4282250515423736,"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."}}