{"id":"W4406441594","doi":"10.1016/s0029-7437(06)72491-0","title":"10.1016/s0029-7437(06)72491-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Vital signs; Medical school; Medicine; Medical education; Psychology; Anesthesia","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":["insufficient_payload"],"category_scores_codex":[0.0001059468,0.00009913034,0.0001705373,0.00006397548,0.00006159398,0.00001139499,0.00008829413,0.00006555906,0.9999132],"category_scores_gemma":[0.0006524975,0.00007898657,0.00005847937,0.0002008201,0.00003319247,0.00002798845,0.00001510517,0.0001559796,0.9977244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002970986,"about_ca_system_score_gemma":0.0002750586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007545617,"about_ca_topic_score_gemma":2.420225e-8,"domain_scores_codex":[0.9991774,0.0000223341,0.0001735921,0.0001804447,0.0002329134,0.000213335],"domain_scores_gemma":[0.9982224,0.00004487877,0.00001689818,0.0002809129,0.00004317476,0.001391745],"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":[0.00003557989,0.0001358196,2.11458e-7,0.00000839227,0.000009167803,0.000004339416,0.00002851069,8.217759e-7,0.00006261037,0.000001205805,0.8700348,0.1296785],"study_design_scores_gemma":[0.00041966,0.0001309576,0.0001183268,0.00007023018,0.00002964872,0.00002687546,0.000004367712,0.0000807582,0.00007324283,0.000004785789,0.9989485,0.00009270219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004904462,0.00005636444,8.587332e-7,0.01239237,3.326854e-7,0.0001891371,0.000004441963,0.0001304025,0.9867356],"genre_scores_gemma":[0.0001249529,6.434251e-7,0.0002701182,0.001708821,0.0003263584,0.00001650988,0.00004366515,0.00001779857,0.9974911],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1295858,"threshold_uncertainty_score":0.3220979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331923063934204,"score_gpt":0.2537901637707499,"score_spread":0.2404709331314079,"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."}}