{"id":"W4404026309","doi":"10.22541/au.172605614.42962063/v2","title":"Herbal Medicine for COPD","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Herbal Medicine Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"COPD; Asthma; Medicine; Psychological intervention; Pulmonary disease; Intensive care medicine; Quality of life (healthcare); Nutraceutical; Alternative medicine; Medical costs; Respiratory Medicine; Physical therapy; Health care; Internal medicine; Psychiatry; Nursing; Pathology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008720619,0.0004269966,0.001224573,0.0003215859,0.0000585823,0.00001938986,0.0002078314,0.0003523328,0.001086529],"category_scores_gemma":[0.002384248,0.0002606229,0.0002844974,0.0002085698,0.0003977293,0.00001084031,0.001270867,0.001414178,0.0002768357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002854168,"about_ca_system_score_gemma":0.0006558115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003070438,"about_ca_topic_score_gemma":0.00003276869,"domain_scores_codex":[0.997174,0.0000346454,0.0005701281,0.0007714762,0.0008635745,0.0005861727],"domain_scores_gemma":[0.9978579,0.0004958733,0.00006619008,0.000670939,0.0004728186,0.0004362477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001917257,0.00007034098,0.000164347,0.0115507,0.0009337832,0.0002097787,0.0004996572,0.000001323777,0.0005401943,0.003720576,0.9633822,0.01873538],"study_design_scores_gemma":[0.004833089,0.002893245,0.001045857,0.01431301,0.00207451,0.0001444223,0.001565897,0.002709337,0.0007684343,0.04756765,0.9214235,0.0006610238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01010213,0.06622345,0.002642696,0.4277778,0.005806138,0.008280986,0.0001502838,0.001296271,0.4777203],"genre_scores_gemma":[0.5253984,0.00598565,0.01400623,0.01037983,0.02462295,0.003516081,0.0007112581,0.0004550765,0.4149245],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5152963,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09582486420606356,"score_gpt":0.4481616614616029,"score_spread":0.3523367972555393,"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."}}