{"id":"W4233634742","doi":"10.18093/0869-0189-2016-26-3-267-291","title":"Therapeutic strategy to prevent acute exacerbations of chronic obstructive pulmonary disease: clinical guidelines of American College of Chest Physicians and Canadian Thoracic Society Guideline (Part 2)","year":2016,"lang":"en","type":"article","venue":"PULMONOLOGIYA","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; COPD; Intensive care medicine; Exacerbation; Clinical trial; Randomized controlled trial; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005447813,0.0003403889,0.0009905805,0.0002337039,0.00008739231,0.00000465674,0.0003557238,0.0001459225,0.0001657649],"category_scores_gemma":[0.0003442262,0.0002576985,0.0003964805,0.0007362652,0.001615789,0.0001381628,0.0001892704,0.000229153,0.000007670003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005919361,"about_ca_system_score_gemma":0.002578979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003300903,"about_ca_topic_score_gemma":0.002205662,"domain_scores_codex":[0.9965056,0.000222412,0.001430441,0.0007038607,0.0005012511,0.0006364269],"domain_scores_gemma":[0.9965371,0.0002805548,0.0005338701,0.0008636996,0.001113351,0.0006713629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001053471,0.001509872,0.1473466,0.0006899788,0.001360802,0.0001236078,0.00009064152,0.0000784268,0.02404294,0.0008657791,0.004098414,0.8187395],"study_design_scores_gemma":[0.0008823004,0.00124454,0.9767498,0.0005774804,0.0008085084,0.00003437908,0.001074052,0.002096527,0.004021031,0.001451274,0.01065456,0.0004056004],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743255,0.005282714,0.0007141555,0.0117575,0.0001702633,0.002003991,0.005199798,0.00005107165,0.000495005],"genre_scores_gemma":[0.9937762,0.002166923,0.00244602,0.0002111488,0.0002779686,0.0001068148,0.00007993232,0.00005216859,0.0008828337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8294032,"threshold_uncertainty_score":0.9999875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05481518705533838,"score_gpt":0.381120590681035,"score_spread":0.3263054036256966,"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."}}