{"id":"W2106975599","doi":"10.1111/j.1365-2923.2011.04032.x","title":"Putting the expert together again","year":2011,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Affordance; Construct (python library); Engineering ethics; Dimension (graph theory); Knowledge management; Repertoire; Computer science; Psychology; Engineering; Human–computer interaction","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":[0.001011552,0.0001009876,0.0001209194,0.00009339499,0.0001351244,0.00001100599,0.0001952536,0.0001525343,0.006457465],"category_scores_gemma":[0.005616687,0.00006416762,0.00004744534,0.0004457878,0.0002023705,0.00006846702,0.00003041906,0.0003897269,0.0002454987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001076781,"about_ca_system_score_gemma":0.001325496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001604197,"about_ca_topic_score_gemma":0.000005896721,"domain_scores_codex":[0.9985443,0.00006587322,0.0003237711,0.0002004043,0.0006566057,0.0002090072],"domain_scores_gemma":[0.9991612,0.00004515064,0.0000838963,0.0004065066,0.0002184446,0.00008476456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001000221,0.0005650729,0.002571128,0.00002012619,0.00001523377,0.000001724078,0.006674389,1.21617e-8,0.00008807427,0.002100783,0.2912702,0.6966833],"study_design_scores_gemma":[0.0007894866,0.0001591941,0.09150714,0.0005158316,0.00006895541,0.0002472158,0.007991504,0.0008524786,0.001045455,0.003283443,0.8933231,0.0002161803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6278602,0.001140717,0.004903649,0.2300163,0.007322298,0.001105955,4.848641e-7,0.000333739,0.1273166],"genre_scores_gemma":[0.8373969,0.00006547207,0.02027042,0.1360231,0.002075568,0.0002716831,0.0000505833,0.00003340022,0.003812866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6964671,"threshold_uncertainty_score":0.9944507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703962054162378,"score_gpt":0.3562914345629708,"score_spread":0.329251814021347,"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."}}