{"id":"W1604745203","doi":"10.1111/j.1365-2923.2011.04007.x","title":"Highway spotters and traffic controllers: further reflections on complexity","year":2011,"lang":"en","type":"letter","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scholarship; Columbia university; Library science; Citation; Curriculum; Sociology; Media studies; Political science; Law; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01170126,0.0008447414,0.001354309,0.001105537,0.01491146,0.01405864,0.004133052,0.1175671,0.01667923],"category_scores_gemma":[0.07232543,0.001568246,0.001665414,0.001314891,0.01428514,0.01903565,0.01012138,0.1241651,0.00407181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01573209,"about_ca_system_score_gemma":0.02506255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03968294,"about_ca_topic_score_gemma":0.1004637,"domain_scores_codex":[0.9863045,0.004421163,0.001420314,0.001654571,0.003412365,0.002787244],"domain_scores_gemma":[0.934651,0.04294028,0.002936654,0.001146032,0.008124438,0.01020152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004294011,0.0000538124,0.001165254,0.00009304682,0.0000194872,0.003246921,0.005210527,0.0001042375,0.0001563388,0.01415312,0.9644461,0.01130836],"study_design_scores_gemma":[0.0001392773,0.00006523036,0.002275314,0.001139163,0.00005418566,0.005671324,0.02411391,0.000509799,0.0002109952,0.04525593,0.9203802,0.0001847972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002032861,0.0003002721,0.00003437553,0.9964731,0.002096486,0.000001429785,0.000003998963,0.000002034775,0.000884968],"genre_scores_gemma":[0.006912793,0.0007441441,0.0001706051,0.9779199,0.01155289,0.00001195244,0.000005974538,0.00001328096,0.002668434],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1175671,"threshold_uncertainty_score":0.1141448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06698879908442568,"score_gpt":0.3832318692433894,"score_spread":0.3162430701589637,"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."}}