{"id":"W2733878336","doi":"10.1093/fampra/cmx058","title":"Concomitant pulmonologist and primary care for chronic obstructive pulmonary disease: a population study","year":2017,"lang":"en","type":"article","venue":"Family Practice","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; St. Michael's Hospital; Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Pfizer Canada; Lung Health Foundation","keywords":"Pulmonologist; Medicine; Concomitant; Pulmonary disease; Primary care; Population; Intensive care medicine; Primary health care; Internal medicine; Family medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004044498,0.000345263,0.0005279182,0.0001361495,0.001114912,0.0002235975,0.0003368237,0.000130059,0.00001752553],"category_scores_gemma":[0.002084159,0.0003281998,0.0001395826,0.00009481877,0.0004017398,0.001263053,0.0004114257,0.0004589395,0.00002018258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588673,"about_ca_system_score_gemma":0.0007633987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007957708,"about_ca_topic_score_gemma":0.00004602117,"domain_scores_codex":[0.9972879,0.0002120756,0.0003886115,0.0009292542,0.0006249333,0.0005572325],"domain_scores_gemma":[0.9965715,0.0005536383,0.0004386846,0.001374552,0.000596009,0.00046564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009991463,0.001690206,0.7982661,0.003361427,0.0005046586,0.002395212,0.0007166156,0.00001109355,0.001843203,0.001066303,0.0001848373,0.1799689],"study_design_scores_gemma":[0.003200528,0.0004871931,0.9757785,0.0001372263,0.0008118033,0.00009740084,0.006841134,0.0005384469,0.00001229355,0.0003316128,0.01144196,0.0003219383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620361,0.01708389,0.00008366806,0.001694155,0.0004437765,0.005564826,0.0003364484,0.0001236294,0.01263344],"genre_scores_gemma":[0.9963448,0.0003141321,0.0009867657,0.0002174173,0.0005329798,0.0005574212,0.000380022,0.00007351863,0.0005929574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.179647,"threshold_uncertainty_score":0.999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666355681920636,"score_gpt":0.3482320610268335,"score_spread":0.3115685042076272,"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."}}