{"id":"W4309878878","doi":"10.1007/s10459-022-10177-9","title":"Balancing closure and discovery: adaptive expertise in the workplace","year":2022,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"Health Research Fund of Central Denmark Region","keywords":"Closure (psychology); Process (computing); Health care; Medical education; Psychology; Knowledge management; Best practice; Medicine; Computer science; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002433308,0.00007050209,0.0001216156,0.0002656222,0.0004064845,0.00002449973,0.0001543323,0.00001766852,0.00002385455],"category_scores_gemma":[0.0003869491,0.00005372764,0.00001014521,0.001950993,0.0002024272,0.0005198928,0.00003157559,0.0003273233,8.561854e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004936382,"about_ca_system_score_gemma":0.001261027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003590451,"about_ca_topic_score_gemma":0.0001245937,"domain_scores_codex":[0.9985166,0.0002013337,0.0003328649,0.0002707147,0.0004445179,0.0002340167],"domain_scores_gemma":[0.9995201,0.0001300006,0.0001420426,0.0001517925,0.00003052327,0.00002549219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008143239,0.000665125,0.4522285,0.0002118377,0.00000149444,0.000001812132,0.03711814,0.001225792,0.00001197878,0.02857172,0.004413652,0.4754686],"study_design_scores_gemma":[0.001112629,0.001475021,0.5226715,0.0009284375,0.000007641467,0.0002038377,0.3432572,0.01088437,0.0000180103,0.01150037,0.1076239,0.0003170239],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227418,0.02114312,0.0004546011,0.05099057,0.001652711,0.0008982178,0.000001465612,0.00001361255,0.002103873],"genre_scores_gemma":[0.9840354,0.0007832306,0.003573771,0.01091137,0.0001254918,0.0004252207,0.00001178477,0.000004115787,0.0001296013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4751515,"threshold_uncertainty_score":0.3126391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545073334590005,"score_gpt":0.3825577464310779,"score_spread":0.3671070130851778,"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."}}