{"id":"W2117656370","doi":"10.3109/15412555.2014.952968","title":"COPD Imaging: New Tools to Tackle an Old Problem?","year":2014,"lang":"en","type":"editorial","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"COPD; Computer science; Medicine; Internal medicine","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":[0.01546519,0.005018992,0.006599634,0.006311672,0.002796974,0.01005002,0.005516981,0.02918809,0.005945109],"category_scores_gemma":[0.05130804,0.001722166,0.00377491,0.002189945,0.005329095,0.00909117,0.002530849,0.03378686,0.006632499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003003357,"about_ca_system_score_gemma":0.004457247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001399498,"about_ca_topic_score_gemma":0.003847236,"domain_scores_codex":[0.9893756,0.00236273,0.00183581,0.00097535,0.004942112,0.0005083918],"domain_scores_gemma":[0.9392542,0.03233023,0.002702249,0.001368894,0.01933328,0.005011214],"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":[0.00004721003,0.00002232683,0.00004995507,0.0008280705,0.00005292433,0.0001827219,0.00002092774,0.0000329118,0.00006194224,0.0006047836,0.9810586,0.01703765],"study_design_scores_gemma":[0.00009984755,0.00006391486,0.0003237051,0.00189977,0.0001898138,0.0009505417,0.00009364187,0.0002467814,0.0001076336,0.002277094,0.9936957,0.0000515198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002679338,0.03967032,0.0002866207,0.04975912,0.9094158,0.0000136344,0.00002262946,0.00005094344,0.0007540978],"genre_scores_gemma":[0.0001767985,0.01404309,0.0001710318,0.02061769,0.9634908,0.0000115541,0.00001056487,0.00001682993,0.001461631],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02918809,"threshold_uncertainty_score":0.08178872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413168206439569,"score_gpt":0.2993760995290161,"score_spread":0.2852444174646204,"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."}}