{"id":"W2015789889","doi":"10.1007/s10459-012-9425-5","title":"Response to R. Ellaway","year":2012,"lang":"en","type":"letter","venue":"Advances in Health Sciences Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Medical education; Psychology","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":[0.00510487,0.0009163927,0.001428297,0.0006807434,0.005365189,0.004104597,0.002330351,0.0546981,0.01244921],"category_scores_gemma":[0.02431774,0.000864079,0.001190946,0.0006450037,0.002718852,0.00402385,0.002112497,0.04669634,0.0113733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004231182,"about_ca_system_score_gemma":0.006009161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01586078,"about_ca_topic_score_gemma":0.03450146,"domain_scores_codex":[0.997061,0.0008090403,0.000243659,0.0005360824,0.0008845697,0.0004656638],"domain_scores_gemma":[0.9937292,0.003029312,0.0003414679,0.0001637056,0.00123594,0.001500292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003031258,0.00001257047,0.0001815524,0.00001945368,0.00000468992,0.0003594834,0.00006865934,0.00002267784,0.0000555378,0.0008776807,0.9957224,0.002644974],"study_design_scores_gemma":[0.00007318127,0.00005527943,0.001461086,0.0002756491,0.00002016435,0.0009299315,0.0009211606,0.0003509219,0.0002096154,0.005268997,0.9903666,0.00006748645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001728845,0.0006112148,0.00005600521,0.9896712,0.00647742,0.00001229843,0.00004902279,0.00003022604,0.002919844],"genre_scores_gemma":[0.001079189,0.0001967807,0.0001097116,0.9872559,0.002244549,0.00002505255,0.00001537865,0.00001786921,0.009055452],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0546981,"threshold_uncertainty_score":0.04164672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1817159077913341,"score_gpt":0.5861697159959158,"score_spread":0.4044538082045817,"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."}}