{"id":"W2910970704","doi":"10.1016/j.chest.2018.12.018","title":"Which Physicians Are Taking Care of People With COPD?","year":2019,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care; Canadian Institutes of Health Research; Government of Ontario; Physicians' Services Incorporated Foundation; Institute for Clinical Evaluative Sciences","keywords":"Pulmonologists; Medicine; COPD; Ambulatory; Ambulatory care; Specialty; Primary care; Family medicine; Population; Health care; Emergency medicine; Intensive care medicine; Internal medicine","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":[0.0001143199,0.0001531786,0.0003902112,0.0001238579,0.00009198298,0.00002880189,0.0001647213,0.00006103173,0.0007743617],"category_scores_gemma":[0.00006978288,0.0001202066,0.0001095053,0.0003962807,0.00007177618,0.0001398386,0.00005320652,0.0005738085,0.0000682616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004816891,"about_ca_system_score_gemma":0.0005670795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003046377,"about_ca_topic_score_gemma":0.00009200939,"domain_scores_codex":[0.9984965,0.00004262621,0.0002187533,0.0002160679,0.0006611717,0.0003648723],"domain_scores_gemma":[0.9983312,0.00004452199,0.0003050348,0.0003260896,0.0007808268,0.0002122749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003568341,0.0001727398,0.9858457,0.001712474,0.0001462871,0.0001444356,0.001950604,0.00007998307,0.004035859,0.00005104402,0.0003818036,0.005122226],"study_design_scores_gemma":[0.002201705,0.0002422029,0.975243,0.001038437,0.0001042966,0.0004781954,0.01682135,0.0002027823,0.002213042,0.00002158994,0.001292763,0.0001406506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833943,0.001337151,0.00004989751,0.0006776478,0.0001470449,0.0003028494,0.00001881634,0.00001742155,0.01405488],"genre_scores_gemma":[0.9985277,0.00005222963,0.0003471631,0.00006041893,0.000407713,0.000005046901,0.00001369783,0.00004092924,0.0005450685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01513344,"threshold_uncertainty_score":0.8478717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01369254892531044,"score_gpt":0.2793027562681165,"score_spread":0.265610207342806,"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."}}