{"id":"W2093752054","doi":"10.1111/j.1365-2929.2005.02308.x","title":"A new evaluation tool for admissions","year":2005,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"General partnership; Context (archaeology); Documentation; Curriculum; Rural area; Medical education; Psychology; Family medicine; Medicine; Geography; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001725327,0.00009635575,0.000143241,0.00006359423,0.0004728685,0.000005392279,0.000159953,0.0002739385,0.03077635],"category_scores_gemma":[0.01272837,0.00008291008,0.0000428871,0.0001884873,0.00001314686,0.0001196091,0.00002871041,0.0003010051,0.0008499776],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005430568,"about_ca_system_score_gemma":0.01980976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002953397,"about_ca_topic_score_gemma":0.000325658,"domain_scores_codex":[0.9978774,0.0002696031,0.0005092091,0.0002214159,0.0007120928,0.000410266],"domain_scores_gemma":[0.9981562,0.0004504835,0.0001408108,0.0002461929,0.0003816686,0.0006246408],"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":[0.00001678554,0.00006343584,0.0009295841,0.0000393646,0.0000019965,1.629107e-8,0.0008353874,0.000002464242,0.000003023118,0.002399657,0.5618262,0.433882],"study_design_scores_gemma":[0.0008147148,0.00004135635,0.003521008,0.0004972374,0.00002645892,9.126768e-7,0.0008468488,0.004312194,0.000008117378,0.002584272,0.9872583,0.00008865202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1957533,0.0036644,0.02534564,0.6893941,0.01217569,0.01078462,0.00001546057,0.0005407957,0.06232599],"genre_scores_gemma":[0.6091393,0.0002632641,0.08244886,0.1565168,0.01963077,0.005329005,0.0007484913,0.00009076119,0.1258326],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5328773,"threshold_uncertainty_score":0.999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535626451169926,"score_gpt":0.5523336890134226,"score_spread":0.4869774245017233,"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."}}