{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004329551,0.0009313541,0.0008618158,0.002717837,0.01174626,0.003289985,0.002348089,0.005260393,0.004925188],"category_scores_gemma":[0.01295436,0.0006868555,0.0007914939,0.003457844,0.003271708,0.001580097,0.005772338,0.00392424,0.0007149561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006006666,"about_ca_system_score_gemma":0.003879894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02275233,"about_ca_topic_score_gemma":0.0494188,"domain_scores_codex":[0.9954887,0.002460522,0.0002220563,0.0002451866,0.0007187313,0.0008648496],"domain_scores_gemma":[0.9951795,0.001441166,0.0006304606,0.0001567542,0.0004428462,0.002149252],"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":[0.0001524455,0.002136555,0.04284821,0.000822232,0.00004635689,0.4568545,0.4301087,0.0006400152,0.001557598,0.009315801,0.007396314,0.04812133],"study_design_scores_gemma":[0.00006497235,0.001691771,0.0659673,0.001304042,0.00008583665,0.2523094,0.5627138,0.002557954,0.001128521,0.003739396,0.1082606,0.0001764485],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965023,0.002169073,0.001852609,0.008464916,0.0001937975,0.0005976266,0.00005764085,0.00002076886,0.02162059],"genre_scores_gemma":[0.9689149,0.006107291,0.004113966,0.00343129,0.0002292001,0.0002865392,0.00006053461,0.00003964649,0.01681666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02275233,"threshold_uncertainty_score":0.04523981,"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."}}