{"id":"W4212827403","doi":"10.1186/s12931-022-01954-6","title":"COPD profiles and treatable traits using minimal resources: identification, decision tree and stability over time","year":2022,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; West Park Healthcare Centre","funders":"European Regional Development Fund; Fundação para a Ciência e a Tecnologia","keywords":"COPD; Identification (biology); Medicine; Decision tree; Computational biology; Internal medicine; Biology; Computer science; Data mining; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01290443,0.0007249808,0.001240727,0.003145318,0.001100524,0.002750708,0.001147617,0.001318519,0.001599301],"category_scores_gemma":[0.04136042,0.0004055156,0.001757956,0.002136298,0.0008270883,0.002373909,0.001588726,0.001452249,0.0003672862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134956,"about_ca_system_score_gemma":0.001850228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0074982,"about_ca_topic_score_gemma":0.005115724,"domain_scores_codex":[0.9930689,0.003853145,0.0005660108,0.001263791,0.0008216079,0.0004265902],"domain_scores_gemma":[0.9623482,0.03006277,0.003318999,0.0010457,0.002098623,0.001125811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002409776,0.0008370067,0.6664376,0.0005389803,0.0009057107,0.0003300507,0.002483346,0.1618528,0.001015647,0.003911042,0.002880798,0.1563973],"study_design_scores_gemma":[0.00008712284,0.0006936596,0.1435969,0.0002309282,0.0002082742,0.0003285877,0.001417353,0.8316153,0.0006894282,0.01978242,0.001260567,0.00008957701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8816484,0.0005607125,0.1124941,0.001399643,0.00004349666,0.0004626984,0.001470405,0.0002562442,0.001664357],"genre_scores_gemma":[0.9567769,0.0001121909,0.04128809,0.00008158092,0.00001718409,0.0001907876,0.001245501,0.00001965011,0.0002681325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01290443,"threshold_uncertainty_score":0.06824589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08842300555436489,"score_gpt":0.3757593467791606,"score_spread":0.2873363412247957,"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."}}