{"id":"W2991133741","doi":"10.23889/ijpds.v4i3.1169","title":"The New Brunswick COPD Health Information Platform","year":2019,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"COPD; Medicine; Test (biology); Family medicine; Population; Pulmonary function testing; Pulmonary disease; Medical record; Medical prescription; Health care; Environmental health; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005895664,0.0007274397,0.0007452246,0.004314362,0.003279396,0.007087694,0.003685495,0.001815749,0.07728091],"category_scores_gemma":[0.01620989,0.0006647859,0.0006003993,0.007004007,0.0008157079,0.003227921,0.006640286,0.001722296,0.04309573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01909133,"about_ca_system_score_gemma":0.05138399,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6194394,"about_ca_topic_score_gemma":0.6880357,"domain_scores_codex":[0.9948667,0.000791634,0.0005865279,0.0009575763,0.001978867,0.0008185332],"domain_scores_gemma":[0.9822509,0.00198697,0.0007657108,0.002315596,0.008788736,0.003892221],"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":[0.0001636276,0.00002887086,0.003797857,0.0003188042,0.00001611453,0.0002077588,0.0002163674,0.0001998125,0.000507832,0.008130552,0.9253051,0.06110726],"study_design_scores_gemma":[0.00005807052,0.00001354574,0.004703614,0.0002879788,0.000008010648,0.00007045376,0.0001549364,0.0005659972,0.0002334977,0.001632418,0.9922299,0.00004158877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006566441,0.00870613,0.01032908,0.05793213,0.002542573,0.002225256,0.3688112,0.01908373,0.5238036],"genre_scores_gemma":[0.06422177,0.0114628,0.05001911,0.02988416,0.001750714,0.002954179,0.5346637,0.003929901,0.3011138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3805606,"threshold_uncertainty_score":0.7656037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04843488416662994,"score_gpt":0.3974457024562907,"score_spread":0.3490108182896608,"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."}}