{"id":"W1482192422","doi":"","title":"Selecting medical students: an Australian case study","year":2007,"lang":"en","type":"dissertation","venue":"Murdoch Research Repository (Murdoch University)","topic":"Medical Education and Admissions","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine; Engineering; Computer science; Mathematics education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004095493,0.0005404868,0.0008301294,0.002746833,0.001861092,0.000295922,0.001401202,0.001106539,0.003604471],"category_scores_gemma":[0.003757632,0.0005360133,0.0002694346,0.00276203,0.0003088246,0.0003162631,0.0002583034,0.004965799,0.0001029825],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120557,"about_ca_system_score_gemma":0.008792884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00513168,"about_ca_topic_score_gemma":0.002379568,"domain_scores_codex":[0.9879766,0.001461644,0.000800247,0.001414953,0.007043072,0.001303473],"domain_scores_gemma":[0.9892782,0.0005370053,0.0002561427,0.001212447,0.001980139,0.006736051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"qualitative","study_design_scores_codex":[0.002658067,0.02154801,0.04447645,0.00148451,0.001619884,0.842253,0.02726686,0.000001985595,0.003039698,0.0004174783,0.03642592,0.01880807],"study_design_scores_gemma":[0.008124723,0.005771991,0.02233211,0.002734428,0.001086834,0.01881145,0.7102746,0.0001440647,0.002717767,0.00001731893,0.2265203,0.001464317],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333933,0.00009164267,0.000006550814,0.0004997597,0.001237859,0.001841232,0.000004259924,0.0002362541,0.06268916],"genre_scores_gemma":[0.5978196,0.00004604374,0.00009798044,0.0001160076,0.001002887,0.00001123816,0.0002668847,0.00007728016,0.400562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8234416,"threshold_uncertainty_score":0.9997091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142427554177634,"score_gpt":0.5154742427368675,"score_spread":0.4012314873191041,"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."}}