{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002401773,0.0001820516,0.0006464882,0.001412279,0.002866346,0.00332242,0.000965755,0.004456475,0.009060713],"category_scores_gemma":[0.03906282,0.0006084075,0.0007969847,0.002470607,0.001230352,0.006033651,0.001180838,0.003530444,0.001348333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002606044,"about_ca_system_score_gemma":0.007722673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05998643,"about_ca_topic_score_gemma":0.1270891,"domain_scores_codex":[0.9952456,0.001452844,0.0007178489,0.0004524965,0.001200041,0.0009311058],"domain_scores_gemma":[0.9701035,0.006544197,0.01113721,0.0003495101,0.004539922,0.007325735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002016334,0.0004439367,0.8024341,0.001234877,0.0002662899,0.001669676,0.008800625,0.00007280981,0.000206869,0.001329123,0.06872589,0.1146142],"study_design_scores_gemma":[0.0001007406,0.0001649494,0.8761702,0.006104712,0.0003878602,0.004416985,0.05750735,0.0002044238,0.0001795779,0.002298174,0.05237758,0.00008736036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2633021,0.1074405,0.0003015782,0.5975882,0.004337391,0.00007983109,0.001388182,0.00003064069,0.02553161],"genre_scores_gemma":[0.8470632,0.06759941,0.0009351664,0.07576794,0.005075035,0.0000938806,0.0005764941,0.00002712578,0.002861845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05998643,"threshold_uncertainty_score":0.1192746,"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."}}