{"id":"W2089837266","doi":"10.1023/b:ahse.0000027436.17220.9c","title":"In Pursuit of Expertise. Toward an Educational Model for Expertise Development","year":2004,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atlantic School of Theology; Nova Scotia Health Authority","funders":"","keywords":"Metacognition; Flexibility (engineering); Relation (database); Nurse education; Psychology; Computer science; Process management; Medical education; Mathematics education; Knowledge management; Medicine; Cognition; Engineering; Management","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":[0.0008400258,0.00008305307,0.0002099897,0.0001988445,0.00006810981,0.000009645847,0.0001484034,0.0000395216,0.00001582361],"category_scores_gemma":[0.004648279,0.00007394313,0.00002349042,0.0003631805,0.0001469138,0.0003864989,0.00001244884,0.00006375236,0.00000201638],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004636052,"about_ca_system_score_gemma":0.006906906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003708144,"about_ca_topic_score_gemma":0.0004156979,"domain_scores_codex":[0.9984972,0.00002082134,0.0006036095,0.0003164552,0.0003018351,0.0002600839],"domain_scores_gemma":[0.9987409,0.0007001906,0.0001661432,0.000125575,0.00009295451,0.0001742508],"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":[0.0002820586,0.007571493,0.1124476,0.0007039867,0.000004041826,6.085558e-7,0.05439901,0.06677913,0.0001561143,0.03231587,0.0006734825,0.7246666],"study_design_scores_gemma":[0.01147654,0.005202633,0.5351791,0.02493438,0.00002194177,0.0000616354,0.01672216,0.09014221,0.006459689,0.2988932,0.009573486,0.001333048],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385619,0.01169016,0.009389301,0.03764241,0.00117809,0.001100376,0.000003143434,0.00001459229,0.0004200515],"genre_scores_gemma":[0.8945949,0.0009655113,0.1014907,0.002345674,0.00009428547,0.0003853977,0.00002055532,0.000005269389,0.0000976547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7233335,"threshold_uncertainty_score":0.998723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06976774425162986,"score_gpt":0.4809545600942789,"score_spread":0.411186815842649,"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."}}