{"id":"W3085202210","doi":"10.1111/tct.13238","title":"Abstracts","year":2020,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University Belfast; National Institute for Health and Care Research; Queen's University; Cancer Research UK","keywords":"Identity (music); Curriculum; Inclusion (mineral); Honour; Professional development; Foundation (evidence); Professional studies; Variety (cybernetics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001002309,0.00005149896,0.0001330143,0.000008274555,0.00003884632,0.000006458874,0.0001107426,0.00008869416,0.001181676],"category_scores_gemma":[0.006357275,0.00002975847,0.00006831474,0.0001775193,0.0001554688,0.00002019662,0.00002758489,0.0006655722,0.001306852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000126907,"about_ca_system_score_gemma":0.00007347191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002599855,"about_ca_topic_score_gemma":1.196027e-7,"domain_scores_codex":[0.9991328,0.00005730825,0.0004024763,0.0001301388,0.0001752571,0.0001020857],"domain_scores_gemma":[0.9994507,0.00009433542,0.00006808654,0.0002405694,0.00005964465,0.00008664434],"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":[0.0001085325,0.0004304309,0.0386945,0.00002344171,0.00006718663,0.000008746608,0.0008386048,0.000002194443,0.00007854591,0.001028598,0.7319795,0.2267397],"study_design_scores_gemma":[0.0008140181,0.0002270479,0.3203103,0.00002155014,0.00008161042,0.000009261551,0.0003471349,0.0009416351,0.00004575833,0.0005766246,0.6765496,0.0000753893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7199088,0.0000306012,0.0001515818,0.2497919,0.000307434,0.0001560679,1.778244e-7,0.00008291286,0.0295705],"genre_scores_gemma":[0.9449966,0.00000965585,0.001241142,0.04878778,0.00207706,0.000006531783,0.000007002546,0.00001080871,0.002863438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2816159,"threshold_uncertainty_score":0.9997314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1843776527891754,"score_gpt":0.4730049673091284,"score_spread":0.288627314519953,"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."}}