{"id":"W2762482610","doi":"10.15326/jcopdf.4.4.2017.0164","title":"The COPD Pipeline XXXVI","year":2017,"lang":"en","type":"article","venue":"Chronic Obstructive Pulmonary Diseases Journal of the COPD Foundation","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Emera","keywords":"Pipeline (software); COPD; Medicine; Computer science; Internal medicine; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002352133,0.0006157837,0.000399302,0.001440177,0.001360651,0.007313657,0.0008524408,0.003637766,0.2322902],"category_scores_gemma":[0.005053403,0.0003590031,0.0007602688,0.00143383,0.0007138321,0.003103641,0.003779198,0.005582964,0.1393189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002526267,"about_ca_system_score_gemma":0.009171759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638738,"about_ca_topic_score_gemma":0.005030392,"domain_scores_codex":[0.9987685,0.0001684285,0.00005884382,0.0001659406,0.0005662511,0.0002719671],"domain_scores_gemma":[0.994726,0.0003442523,0.0001875685,0.0001880467,0.001025139,0.003529013],"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":[0.00002594601,0.00003085058,0.0004790001,0.0001427355,0.00000698137,0.00007763318,0.00004296074,0.00002513117,0.0003030446,0.01039084,0.8427927,0.145682],"study_design_scores_gemma":[0.000008029667,0.00001540268,0.0005943938,0.0001092663,0.000002281069,0.00006062224,0.00001929085,0.00002174226,0.00004529303,0.0008258072,0.9982955,0.000002387493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002204203,0.08605509,0.001340434,0.4595062,0.02199398,0.0001868616,0.005090834,0.001156948,0.4224655],"genre_scores_gemma":[0.02755854,0.1275734,0.003276509,0.1290453,0.04204059,0.0002731767,0.01242995,0.0006866957,0.6571159],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2322902,"threshold_uncertainty_score":0.7770882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911600881954305,"score_gpt":0.3069107439352964,"score_spread":0.2877947351157533,"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."}}