{"id":"W7099083293","doi":"","title":"Canadian Medical Education Journal Letter to the Editor To specialize or too specialized?","year":2013,"lang":"en","type":"article","venue":"","topic":"Medieval European History and Architecture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"License; Letter to the editor; Attribution; Journal editor; Medical journal; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003025249,0.0001256879,0.0001167059,0.0001396646,0.0006782803,0.000420886,0.0004472102,0.00003942415,0.4716371],"category_scores_gemma":[0.0006519946,0.00006431185,0.00005697248,0.00004554807,0.00007044811,0.0001159743,0.00004025453,0.0003338406,0.01107718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132889,"about_ca_system_score_gemma":0.001364704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01818346,"about_ca_topic_score_gemma":0.4329001,"domain_scores_codex":[0.9987468,0.0001110821,0.0002250183,0.0001527473,0.0004573147,0.0003070538],"domain_scores_gemma":[0.998143,0.00004460378,0.00003124661,0.0001982495,0.0001562176,0.001426744],"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":[0.00001228242,0.0000167201,0.000002013086,0.000002456151,0.000006715081,0.000009681771,0.01622581,0.000001149341,0.000003340741,0.01301332,0.9538457,0.01686084],"study_design_scores_gemma":[0.00007771387,0.00006249476,0.00005853435,0.00002225041,0.000005465765,0.00001980483,0.0009039457,0.000001792206,0.00000321941,0.0001397254,0.9985805,0.000124589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005582393,0.00003012516,0.00003588576,0.2859755,0.04338745,0.0004681895,0.000009027997,0.00003191153,0.6644795],"genre_scores_gemma":[0.005349722,0.000003790428,0.00015795,0.3146345,0.2820166,0.00002473471,0.00000280174,0.00002080861,0.3977892],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4605599,"threshold_uncertainty_score":0.9896928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697047565593748,"score_gpt":0.2270531744442867,"score_spread":0.2100826987883492,"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."}}