{"id":"W6980962999","doi":"","title":"Defining expertise: A taxonomy for researchers in skill acquisition and expertise","year":2015,"lang":"en","type":"article","venue":"","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; York University","funders":"","keywords":"CLARITY; Taxonomy (biology); Dreyfus model of skill acquisition; Presentation (obstetrics); Knowledge base; Knowledge acquisition","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":[0.07193852,0.001539371,0.00182765,0.02750429,0.007051599,0.01771435,0.004978843,0.006055823,0.003750668],"category_scores_gemma":[0.1101373,0.0009243984,0.002082662,0.02551833,0.02540068,0.03277773,0.01462294,0.006426796,0.001670794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01718205,"about_ca_system_score_gemma":0.02371376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01384554,"about_ca_topic_score_gemma":0.01375494,"domain_scores_codex":[0.9323968,0.04006652,0.01197722,0.003420315,0.009445956,0.002693189],"domain_scores_gemma":[0.8828773,0.06755573,0.01309652,0.009562489,0.02296359,0.003944273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006142443,0.0001417696,0.01570787,0.003016969,0.00006315862,0.0003191993,0.1591378,0.001137419,0.001125188,0.6482334,0.0181188,0.1529369],"study_design_scores_gemma":[0.00003210164,0.0001826385,0.01305811,0.006698129,0.00004670721,0.001015293,0.1411036,0.003427047,0.0004503634,0.5629251,0.2708405,0.000220373],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05656653,0.03237389,0.6777876,0.072175,0.001941704,0.005113719,0.001963617,0.0008454986,0.1512324],"genre_scores_gemma":[0.2612815,0.01781308,0.6980986,0.005758535,0.0005247683,0.007834286,0.0017204,0.000247734,0.006721084],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07193852,"threshold_uncertainty_score":0.3804518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564910120268011,"score_gpt":0.3957786522793289,"score_spread":0.2392876402525278,"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."}}