{"id":"W4402918453","doi":"10.1080/02602938.2024.2404634","title":"Authentic assessment: from panacea to criticality","year":2024,"lang":"en","type":"article","venue":"Assessment & Evaluation in Higher Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Panacea (medicine); Psychology; Criticality; Pedagogy; Mathematics education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07924443,0.001315581,0.001180137,0.004889369,0.00797521,0.02777262,0.003091487,0.006446875,0.004390368],"category_scores_gemma":[0.1061495,0.0007937427,0.000796336,0.002237334,0.09472673,0.03399537,0.03069049,0.01467976,0.001384595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007918889,"about_ca_system_score_gemma":0.01295033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210003,"about_ca_topic_score_gemma":0.001181972,"domain_scores_codex":[0.8767447,0.09509186,0.004644988,0.004931357,0.01663678,0.001950285],"domain_scores_gemma":[0.8733966,0.09313231,0.006265064,0.0123188,0.01016299,0.004724225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005874751,0.00005069952,0.0009176204,0.0008015436,0.00002363411,0.0002160434,0.05951808,0.0005338469,0.0007957805,0.8542269,0.006369299,0.07648761],"study_design_scores_gemma":[0.00002309272,0.0000914569,0.0004064216,0.002137364,0.0000159206,0.0006002994,0.01799195,0.0009508776,0.001028976,0.8224818,0.1542024,0.00006942787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0286271,0.02832714,0.4808098,0.2201069,0.004200766,0.0009275786,0.00007508133,0.0006242976,0.2363012],"genre_scores_gemma":[0.7787697,0.01470417,0.1651419,0.02050435,0.002408605,0.00116122,0.00008195785,0.0004959491,0.01673215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07924443,"threshold_uncertainty_score":0.4190896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0740774940749726,"score_gpt":0.5029731262640805,"score_spread":0.4288956321891079,"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."}}