{"id":"W2154665438","doi":"10.1111/bpa.12104","title":"Neuropathology Training Worldwide—Evolution and Comparisons","year":2013,"lang":"en","type":"article","venue":"Brain Pathology","topic":"Radiology practices and education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Medizinische Universität Wien; Monash University; Universität Wien; Royal College of Physicians and Surgeons of Canada; American Association of Nurse Practitioners; Foundation for Advancement of International Medical Education and Research","keywords":"Neuropathology; Training (meteorology); Certification; Medical education; Apprenticeship; Biomedicine; Medicine; Psychology; Political science; Pathology; Bioinformatics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003030759,0.0001073106,0.0002639192,0.0001384789,0.00009838334,0.0000118955,0.00004609187,0.0001503158,0.0001908368],"category_scores_gemma":[0.0006150294,0.00009781527,0.00003179961,0.0001108635,0.0002311106,0.0001205694,0.0000303509,0.0002839458,0.0002007393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002486875,"about_ca_system_score_gemma":0.00006048928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003448041,"about_ca_topic_score_gemma":0.000009217686,"domain_scores_codex":[0.9989466,0.000227267,0.0002043014,0.0002910253,0.00004768073,0.000283105],"domain_scores_gemma":[0.9992275,0.0003082714,0.00009589077,0.0002006162,0.00005111156,0.000116568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001940559,0.0004066348,0.5858535,0.00009020704,0.00007343997,0.0006346127,0.008941592,0.000017827,0.1403647,0.01588857,0.1291079,0.118427],"study_design_scores_gemma":[0.0006247215,0.000325465,0.9719853,0.000009041928,0.00004224005,0.007671201,0.001368547,0.0006099142,0.00002497274,0.001125169,0.01611501,0.00009838858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955611,0.0004213164,0.002245638,0.03669433,0.0004210378,0.0002615323,0.000001008064,0.000069407,0.004274732],"genre_scores_gemma":[0.9892703,0.00003051698,0.00417069,0.005064982,0.000223233,0.00005113887,0.00001823221,0.00001473513,0.001156196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3861318,"threshold_uncertainty_score":0.3988791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260787325413684,"score_gpt":0.307846497028153,"score_spread":0.2652386237740162,"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."}}