{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008835325,0.0005585185,0.0006712401,0.002081259,0.01136463,0.009681946,0.001304566,0.006310904,0.01215142],"category_scores_gemma":[0.02334312,0.0002702083,0.0004424879,0.001349683,0.03502943,0.01690947,0.01338826,0.009114141,0.002699762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003415656,"about_ca_system_score_gemma":0.004555113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002349182,"about_ca_topic_score_gemma":0.003263097,"domain_scores_codex":[0.9810871,0.01299185,0.0005955262,0.001894534,0.00239955,0.001031439],"domain_scores_gemma":[0.9821934,0.01198117,0.001271324,0.0009410894,0.001270376,0.002342667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000494334,0.00004320334,0.001915489,0.000497171,0.00002214079,0.001713716,0.4394546,0.0001785209,0.0007962139,0.4478677,0.05489215,0.05256964],"study_design_scores_gemma":[0.000008383802,0.0000625562,0.001104247,0.001213006,0.00001439606,0.002557801,0.1330206,0.0001581478,0.0003957132,0.1098113,0.7516201,0.00003386922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0660608,0.03646465,0.02936542,0.4458207,0.008875486,0.00007314467,0.00009231947,0.0001586687,0.4130887],"genre_scores_gemma":[0.8364259,0.01639354,0.007671522,0.08572232,0.004295214,0.00007175168,0.00005516839,0.0001576713,0.04920699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01215142,"threshold_uncertainty_score":0.04672623,"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."}}