{"id":"W2312287125","doi":"10.1097/acm.0b013e31822a70be","title":"Exploring Residentsʼ Perceptions of Expertise and Expert Development","year":2011,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Conceptualization; Perception; Dominance (genetics); Inclusion (mineral); Process (computing); Medical education; Psychology; Grounded theory; Applied psychology; Computer science; Medicine; Qualitative research; Sociology; Social psychology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005673474,0.0001503016,0.000169104,0.0006993355,0.00205496,0.00167652,0.0005390512,0.0006105443,0.002260815],"category_scores_gemma":[0.01941482,0.0001607284,0.000166117,0.0003730429,0.003726386,0.001041507,0.002214177,0.001312194,0.0001350103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003158989,"about_ca_system_score_gemma":0.005484497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02303134,"about_ca_topic_score_gemma":0.03339946,"domain_scores_codex":[0.9964457,0.001776719,0.0001291347,0.0001627429,0.0009254609,0.0005602653],"domain_scores_gemma":[0.9872445,0.006592186,0.001552979,0.0002314799,0.002111868,0.002266875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007762794,0.0001779424,0.1088159,0.0001664226,0.00001570289,0.0007972427,0.8672653,0.0002852249,0.001851985,0.001586572,0.001275597,0.01768452],"study_design_scores_gemma":[0.00001421465,0.0003176661,0.09809401,0.0001667243,0.00001480649,0.001220003,0.8859445,0.0007352947,0.0008821912,0.0009953186,0.01157461,0.00004057414],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962125,0.0001060521,0.0005071228,0.0005265705,0.000006196117,0.00001200993,0.000009932235,0.000004164099,0.002615492],"genre_scores_gemma":[0.9992437,0.00008057545,0.0002455001,0.0000876435,0.000002430454,0.000006730953,0.000006098401,0.000001189514,0.0003261575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02303134,"threshold_uncertainty_score":0.04579455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3147470952936216,"score_gpt":0.3952689885892829,"score_spread":0.08052189329566134,"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."}}