{"id":"W4405378253","doi":"10.1111/medu.15593","title":"The nature of a specialty","year":2024,"lang":"en","type":"letter","venue":"Medical Education","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Specialty; Medical education; MEDLINE; Medicine; Family medicine; Psychology; Political science; Law","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":[0.01075166,0.0004258387,0.0005932898,0.000641946,0.0143703,0.008512917,0.001809555,0.04037741,0.00796522],"category_scores_gemma":[0.02586907,0.0009309807,0.0008137829,0.0004103262,0.01103676,0.007418128,0.004431846,0.04619658,0.003317765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006875682,"about_ca_system_score_gemma":0.01639143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03497466,"about_ca_topic_score_gemma":0.1049315,"domain_scores_codex":[0.9893723,0.00276295,0.000605453,0.001186898,0.003677035,0.002395381],"domain_scores_gemma":[0.97986,0.008930808,0.0008690466,0.0004664496,0.003000223,0.006873483],"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":[0.00003378817,0.00003160108,0.001222508,0.00003415377,0.000006309798,0.0009790292,0.00101058,0.0000436748,0.0004677034,0.05617564,0.9304496,0.009545359],"study_design_scores_gemma":[0.00004973631,0.00006750348,0.002543117,0.0002832851,0.00000939426,0.001273655,0.002614975,0.0002690233,0.000248458,0.02787828,0.9646899,0.00007271312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006075665,0.0005980056,0.00009883164,0.983861,0.00347612,0.000006401478,0.000008569278,0.000005855003,0.01133778],"genre_scores_gemma":[0.008836419,0.000348623,0.0001951761,0.9673169,0.005027563,0.00001976655,0.000005912555,0.00001235863,0.01823725],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04037741,"threshold_uncertainty_score":0.06954217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3255092320719424,"score_gpt":0.591960779813818,"score_spread":0.2664515477418756,"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."}}