{"id":"W4403099884","doi":"10.70302/jpsim.v4i1.2311","title":"Chronic Obstructive Pulmonary Disease in Patients Presenting with Heart Failure","year":2023,"lang":"en","type":"article","venue":"Journal of Pakistan Society of Internal Medicine.","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pulmonary disease; Heart failure; Medicine; Cardiology; Internal medicine; Disease; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002719588,0.0002780023,0.0004972749,0.0008032584,0.0007746783,0.0004474182,0.0002511475,0.0005669176,0.009225033],"category_scores_gemma":[0.001021549,0.00007759684,0.0002488182,0.001039179,0.0002375789,0.0006143109,0.0005526416,0.001110242,0.001306423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002447043,"about_ca_system_score_gemma":0.0006788313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002257802,"about_ca_topic_score_gemma":0.00319743,"domain_scores_codex":[0.9996769,0.00005412224,0.00003712845,0.00004266239,0.0000960098,0.00009307425],"domain_scores_gemma":[0.9996966,0.00003917459,0.00008623775,0.000007754501,0.00004908756,0.0001211043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001683523,0.0004117304,0.9196319,0.0007926001,0.00005204717,0.009532697,0.0006877553,0.00008775856,0.0009690393,0.0009601814,0.03193118,0.03477477],"study_design_scores_gemma":[0.00004403215,0.0002707843,0.9441558,0.001003182,0.00004260524,0.02013919,0.0007226786,0.0002228743,0.00008687234,0.0008677294,0.03241559,0.00002863983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6906346,0.07519193,0.001418048,0.01536099,0.003966313,0.001425792,0.01215673,0.0001292044,0.1997164],"genre_scores_gemma":[0.9654028,0.0153684,0.0005612114,0.004625396,0.001934447,0.0004218062,0.004179422,0.00001314325,0.007493445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009225033,"threshold_uncertainty_score":0.03086084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347982525154066,"score_gpt":0.3095233843488976,"score_spread":0.296043559097357,"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."}}