{"id":"W4406511683","doi":"10.1016/j.yped.2012.08.013","title":"10.1016/j.yped.2012.08.013","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Radiology; Appendicitis; Nuclear medicine; General surgery","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":[0.000101794,0.0001288807,0.0002142194,0.00007674506,0.00004828548,0.00002047577,0.0001003918,0.00004750726,0.9992366],"category_scores_gemma":[0.0000184709,0.0001143662,0.00007023812,0.0001350395,0.00002437031,0.00006403172,0.00004459856,0.00008354355,0.9974312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004040203,"about_ca_system_score_gemma":0.00001616983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003002656,"about_ca_topic_score_gemma":2.86918e-7,"domain_scores_codex":[0.9991004,0.00001573569,0.0001678713,0.0002275697,0.0002175506,0.0002708504],"domain_scores_gemma":[0.9994053,0.00002371044,0.00002225043,0.0003125965,0.00002666838,0.0002094229],"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":[0.00004151509,0.00008863394,5.797796e-7,0.000009255911,0.0000231716,0.0000244069,0.000007447199,0.000004382818,0.00001185889,0.000003467921,0.5595638,0.4402215],"study_design_scores_gemma":[0.0005875839,0.0003541492,0.000598308,0.0000643368,0.00007261704,0.00001325596,0.000002184456,0.0000435756,0.00007476718,0.000004964691,0.9980529,0.0001313892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001475227,0.0001747226,0.000001872914,0.0018992,0.000002108075,0.0004069511,0.000006435936,0.0001280681,0.9959054],"genre_scores_gemma":[0.0006517072,0.000004153107,0.0001517713,0.0005941662,0.0002056062,0.00004937002,0.00003129248,0.00002891576,0.998283],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4400901,"threshold_uncertainty_score":0.4663719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007613868970170002,"score_gpt":0.2007502925130892,"score_spread":0.1931364235429192,"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."}}