{"id":"W7073616310","doi":"","title":"Practice Indicators of Suboptimal Care and Avoidable Adverse Events: A Content Analysis of a National Qualifying Examination","year":2013,"lang":"en","type":"article","venue":"Figshare","topic":"Glass properties and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Clinical Practice; MEDLINE; Content analysis; Educational measurement; Patient care; Best practice; Adverse effect; Medical practice","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001125825,0.00005674665,0.0001303923,0.0001542929,0.00005624958,0.00001090316,0.00009896561,0.00003658278,0.01990416],"category_scores_gemma":[0.0009195681,0.00004896015,0.0000414255,0.0003689867,0.00001203518,0.000333429,0.00006361071,0.00003280158,0.00009445904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003540031,"about_ca_system_score_gemma":0.00004743947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001679648,"about_ca_topic_score_gemma":0.0000107606,"domain_scores_codex":[0.9992456,0.0000538272,0.0002194368,0.000137762,0.0002610599,0.00008226463],"domain_scores_gemma":[0.9987975,0.000151311,0.000292877,0.0001026716,0.0006201004,0.00003552977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001542462,0.001493035,0.01889057,0.003836112,0.001657907,0.000003288967,0.04418574,0.009074026,0.8595353,0.003586498,0.04207226,0.01551099],"study_design_scores_gemma":[0.001802244,0.0004450376,0.6660655,0.001502985,0.0009227988,0.000006100105,0.05384224,0.01202588,0.2397673,0.0000643657,0.02276584,0.0007897018],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688916,0.0001813785,0.00001275141,0.00006467255,0.000009440276,0.0003392432,0.02908709,0.0000153368,0.001398447],"genre_scores_gemma":[0.993995,0.000002659318,0.0009318105,0.00003786795,0.000007307102,0.0002509794,0.004721893,0.000004315124,0.00004817878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6471749,"threshold_uncertainty_score":0.9809918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06385533270842558,"score_gpt":0.2952207147458849,"score_spread":0.2313653820374593,"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."}}