{"id":"W2061276726","doi":"10.1046/j.1365-2923.2001.00831.x","title":"The life long challenge of expertise","year":2001,"lang":"en","type":"article","venue":"Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Adaptation (eye); Psychology; Quality (philosophy); Cognition","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":[0.003558397,0.00033427,0.0005885948,0.0008102421,0.004274207,0.005592663,0.001133065,0.004469008,0.01236041],"category_scores_gemma":[0.01453917,0.000198198,0.00041149,0.0004559081,0.02104431,0.007302345,0.009659514,0.005407449,0.00267675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003448673,"about_ca_system_score_gemma":0.004420676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611483,"about_ca_topic_score_gemma":0.001780335,"domain_scores_codex":[0.9963915,0.001508361,0.0001186519,0.0005687955,0.0007912806,0.0006214454],"domain_scores_gemma":[0.9899615,0.003585587,0.0008748897,0.0009557025,0.001253091,0.003369228],"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":[0.00007583795,0.00009391623,0.00361183,0.0003449184,0.00005508133,0.001748223,0.01113024,0.001010301,0.001086028,0.8471269,0.05727065,0.07644603],"study_design_scores_gemma":[0.0000192663,0.000087057,0.002109266,0.0002358144,0.000009763492,0.002749484,0.006090314,0.0004644977,0.0002082953,0.7241874,0.263808,0.00003080794],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09390146,0.03039578,0.03446642,0.3846299,0.003699475,0.00006990552,0.0002500175,0.000115995,0.452471],"genre_scores_gemma":[0.9126077,0.01258107,0.007339022,0.01832819,0.003413229,0.0001448956,0.0001783176,0.0001005672,0.04530703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01236041,"threshold_uncertainty_score":0.04134965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03507582860091681,"score_gpt":0.4040558298814992,"score_spread":0.3689800012805824,"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."}}