{"id":"W3002300919","doi":"10.1177/1479973119895457","title":"Models of care across the continuum of exacerbations for patients with chronic obstructive pulmonary disease","year":2020,"lang":"en","type":"review","venue":"Chronic Respiratory Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Exacerbation; Intensive care medicine; COPD; Psychological intervention; Pharmacotherapy; Disease management; Quality of life (healthcare); Disease; Physical therapy; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002025245,0.001139894,0.002991761,0.0002682316,0.0003767747,0.00004663456,0.001082939,0.0002992369,0.0001416746],"category_scores_gemma":[0.0004687655,0.0007873536,0.001927558,0.001000441,0.001795327,0.0003594717,0.0005341968,0.0008199739,0.00001813056],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00365582,"about_ca_system_score_gemma":0.01919853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001074357,"about_ca_topic_score_gemma":0.00001936242,"domain_scores_codex":[0.9937597,0.0004391984,0.001629088,0.00155762,0.001508735,0.001105686],"domain_scores_gemma":[0.9924128,0.0005640977,0.001311357,0.002426601,0.001656139,0.001629022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002982599,0.001013878,0.002536694,0.2742614,0.001296996,0.0002262482,0.0002713848,0.0002595077,0.000001587388,0.0004592563,0.0006597816,0.7160307],"study_design_scores_gemma":[0.005617659,0.001102436,0.02293243,0.02181028,0.008849932,0.000004284606,0.000258205,0.0007260729,0.000004333432,0.0002312818,0.9373377,0.001125374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001750605,0.968434,0.0001167339,0.00005694052,0.0002191698,0.01194266,0.01720576,0.00007790112,0.000196228],"genre_scores_gemma":[0.04372768,0.9412038,0.00008666529,0.0001100161,0.001754139,0.00668187,0.00529789,0.0007019086,0.0004360408],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9366779,"threshold_uncertainty_score":0.9994577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03511612404997878,"score_gpt":0.3351753485679672,"score_spread":0.3000592245179884,"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."}}