{"id":"W2463763854","doi":"","title":"Cognition and expertise: acquisition of medical competence.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Competence (human resources); Cognition; Health care; Medical education; Medical knowledge; Knowledge management; Psychology; Quality (philosophy); Medicine; Computer science; Social psychology; Political science","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":[0.0002797356,0.00004952729,0.000161789,0.00002423999,0.00001680926,0.000005841962,0.00002928286,0.00008827964,0.001482063],"category_scores_gemma":[0.004696057,0.00003988895,0.00003381113,0.00006383932,0.0001206366,0.00002586684,0.00001024608,0.00008260745,0.00001705995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008256827,"about_ca_system_score_gemma":0.00002273054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003609917,"about_ca_topic_score_gemma":0.000001733354,"domain_scores_codex":[0.9991966,0.00002127411,0.0001875277,0.0001194532,0.0003443362,0.0001307306],"domain_scores_gemma":[0.9986742,0.0009337817,0.0000267399,0.00008524644,0.00003368158,0.0002463826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000133336,0.0001749684,0.008109774,0.00001525576,0.0000173078,0.00002669579,0.00005311531,1.612406e-7,0.00001695673,0.0001181948,0.0010453,0.9902889],"study_design_scores_gemma":[0.002088196,0.00007811195,0.9952636,0.0004181104,0.00006866712,0.00009555957,0.00002130975,0.0002046368,0.0007577013,0.0003209952,0.0006251318,0.00005792456],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847448,0.0005639066,0.00003845891,0.005014075,0.00005581898,0.0002513369,0.000004640718,0.00003203522,0.009294919],"genre_scores_gemma":[0.9974936,0.0007039479,0.00006968814,0.001172299,0.0001179967,0.0001450972,0.0000238576,0.000004981312,0.0002684783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.990231,"threshold_uncertainty_score":0.9994307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02629713660644553,"score_gpt":0.2986878626768672,"score_spread":0.2723907260704216,"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."}}