{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002570298,0.00006296174,0.0001204936,0.0001164121,0.00002116588,0.0000171081,0.00002547809,0.00006901407,0.00005711216],"category_scores_gemma":[0.0002400638,0.00004975116,0.00002347428,0.00007598882,0.00002898963,0.00009625803,0.00001979023,0.00006654912,0.000003947704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001067779,"about_ca_system_score_gemma":0.00004886085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002010018,"about_ca_topic_score_gemma":0.0000158557,"domain_scores_codex":[0.9994531,0.00001343111,0.0001334094,0.0001435991,0.0001113909,0.0001450965],"domain_scores_gemma":[0.9996305,0.00002728018,0.00002365629,0.00009654246,0.00008140328,0.0001406482],"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":[0.004376301,0.0004802939,0.06316804,0.0002021397,0.00005438353,0.00008089066,0.008989766,0.000005899904,0.008580199,0.01867716,0.1162159,0.779169],"study_design_scores_gemma":[0.03131853,0.01090917,0.1676885,0.001415741,0.00009123218,0.0003366046,0.0239861,0.03103462,0.2117369,0.01230817,0.50768,0.001494521],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8061106,0.008467429,0.1376673,0.01103432,0.0001083313,0.003490114,0.000007842046,0.0003853051,0.03272877],"genre_scores_gemma":[0.9671093,0.00005258825,0.03029422,0.00136347,0.00004846861,0.0004547688,0.00001492756,0.00001059483,0.0006516268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7776745,"threshold_uncertainty_score":0.2028794,"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."}}