{"id":"W2921233762","doi":"10.1093/crival/vaz009","title":"Collaborative ASCP/USCAP Program Provides Trainees with Education on The Hidden Curriculum of Pathology and Laboratory Management","year":2019,"lang":"en","type":"article","venue":"Critical Values","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Curriculum; Medical laboratory; Medicine; Medical physics; Psychology; Pathology; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.00009529782,0.00009355588,0.0001051307,0.0000449836,0.00002251532,0.00002106665,0.0000644057,0.00004798709,0.00002906674],"category_scores_gemma":[0.00005267513,0.00005829112,0.00001130025,0.0002018506,0.0001479014,0.00005729437,0.000008459177,0.0000914909,0.00001070711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001842337,"about_ca_system_score_gemma":0.00002723182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001507535,"about_ca_topic_score_gemma":3.919494e-7,"domain_scores_codex":[0.99951,0.00002667635,0.0001027168,0.0001190804,0.0001132955,0.0001282238],"domain_scores_gemma":[0.9996341,0.00009919173,0.000009281189,0.000123994,0.00008172268,0.00005164792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000683176,0.00280539,0.005639633,0.01249324,0.0004052552,0.00002938146,0.009328848,0.0003936683,0.007218712,0.696987,0.03815084,0.2264797],"study_design_scores_gemma":[0.004817865,0.01209559,0.4517218,0.009303524,0.001248542,0.0001654746,0.1496823,0.07293627,0.04549898,0.05553211,0.1919796,0.005017987],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925191,0.000658866,0.0001114874,0.001399595,0.0003550577,0.0004791037,0.000009401459,0.000144667,0.00432274],"genre_scores_gemma":[0.9960315,0.00004376642,0.003453779,0.00007545148,0.00006241747,0.0002522984,0.000006186902,0.00001356964,0.00006105398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6414549,"threshold_uncertainty_score":0.2377043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004056139580502972,"score_gpt":0.2377587734414979,"score_spread":0.2337026338609949,"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."}}