{"id":"W3017137483","doi":"10.1096/fasebj.2020.34.s1.04297","title":"Histology Retention in a Medical School Curriculum","year":2020,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Histology; Virtual microscopy; Medicine; Curriculum; Medical education; Psychology; Pathology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002514872,0.00005670574,0.0001092441,0.0000439242,0.00003785402,0.000005806338,0.000233931,0.0001301761,0.00136467],"category_scores_gemma":[0.0005418948,0.00003768494,0.00004039197,0.0001522299,0.00007474631,0.00003894454,0.00002704124,0.001044867,0.0001412542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004905228,"about_ca_system_score_gemma":0.00004781192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000362709,"about_ca_topic_score_gemma":0.000006218193,"domain_scores_codex":[0.9993733,0.00004307259,0.0001806827,0.00005530463,0.0001701382,0.0001775446],"domain_scores_gemma":[0.9996182,0.00002047163,0.00002084763,0.00005899543,0.00001002865,0.0002714366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001408337,0.0002545537,0.02711596,0.0002241016,0.0003817351,0.009601927,0.002851733,0.001699749,0.02755668,0.0345748,0.2798306,0.6157674],"study_design_scores_gemma":[0.006917774,0.0008459855,0.004974125,0.0004720829,0.0001304982,0.01099698,0.00379597,0.4947035,0.008798875,0.02301998,0.4443885,0.0009557165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545377,0.003587493,0.01154312,0.02449389,0.0007146546,0.00007871525,7.950139e-7,0.0002318054,0.004811785],"genre_scores_gemma":[0.9978302,0.0006949076,0.0001021332,0.001116886,0.000228896,0.000002498688,6.706397e-7,0.000006768505,0.00001708935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6148117,"threshold_uncertainty_score":0.9995482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074106961013998,"score_gpt":0.2238087644562161,"score_spread":0.2130676948460761,"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."}}