{"id":"W2807722510","doi":"10.3138/jvme.0117-014r1","title":"Think Subscores Are a Helpful Form of Feedback? Think Again","year":2018,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medical education; Engineering ethics; Medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00186285,0.00009763989,0.0002485034,0.000149338,0.0002062038,0.00004243628,0.0005127757,0.0001467326,0.0015692],"category_scores_gemma":[0.001499312,0.00007827677,0.0001283277,0.0002783591,0.0004462121,0.0004229248,0.00005648364,0.0002430573,0.00002405226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307684,"about_ca_system_score_gemma":0.001711404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001420452,"about_ca_topic_score_gemma":0.0001192572,"domain_scores_codex":[0.997668,0.0002019036,0.0005180471,0.0001067296,0.001289538,0.0002157721],"domain_scores_gemma":[0.9981684,0.0001592987,0.0006692724,0.0001280084,0.0005837805,0.0002912027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001407454,0.004647711,0.09121595,0.0002586935,0.0003775079,0.0001268243,0.5088236,4.496442e-7,0.003409715,0.01098926,0.1726604,0.2060823],"study_design_scores_gemma":[0.002326954,0.005595979,0.5988251,0.002040655,0.000166892,0.0002771754,0.2253805,0.00007379297,0.0003255259,0.01524735,0.1492141,0.0005259811],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805612,0.0003661608,0.00009082016,0.008223877,0.003055521,0.0001163775,8.526134e-7,0.00001230868,0.007572914],"genre_scores_gemma":[0.9943715,0.0004320726,0.000982962,0.0005799143,0.003004918,0.000001653426,0.000001602296,0.000008528837,0.0006168518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5076091,"threshold_uncertainty_score":0.9993435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06954159974503704,"score_gpt":0.4199444108740623,"score_spread":0.3504028111290252,"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."}}