{"id":"W4406564615","doi":"10.1016/j.ypdi.2016.02.019","title":"10.1016/j.ypdi.2016.02.019","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Pulmonary disease; Thickening; Airway; Disease; Cardiology; COPD; Phenotype; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006838833,0.0009347359,0.0005377767,0.00159206,0.000969709,0.003471215,0.001036667,0.00332314,0.8919409],"category_scores_gemma":[0.001788484,0.0003950455,0.0004951117,0.0008437298,0.000751369,0.002341815,0.001391485,0.001593185,0.8679266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008353951,"about_ca_system_score_gemma":0.001290433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002073072,"about_ca_topic_score_gemma":0.002061493,"domain_scores_codex":[0.999708,0.00002252695,0.00002427432,0.00008224305,0.00008220776,0.0000806155],"domain_scores_gemma":[0.9989901,0.0001427227,0.0001174752,0.00006611112,0.0002061046,0.0004774499],"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":[0.0002479286,0.000199028,0.005432806,0.0004283405,0.00003066595,0.0003867611,0.0001614356,0.0001549216,0.0006186298,0.004979703,0.4046614,0.5826985],"study_design_scores_gemma":[0.00004873739,0.00008000898,0.004642698,0.0008033649,0.00003067609,0.002319016,0.0003140845,0.0001519896,0.0003188013,0.00404137,0.9872267,0.00002249764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005602987,0.01622384,0.002797725,0.01296334,0.00422048,0.0001213848,0.004947816,0.002086002,0.9510365],"genre_scores_gemma":[0.01632266,0.00582665,0.001951872,0.002765324,0.001078105,0.00009232808,0.002802097,0.0003629891,0.9687979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1080591,"threshold_uncertainty_score":0.1541332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009054799868272623,"score_gpt":0.2324692808498803,"score_spread":0.2234144809816077,"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."}}