{"id":"W4409556062","doi":"10.1080/24745332.2025.2483844","title":"An opinion piece: Extracting multisystem insights from a single chest CT scan in patients with COPD","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Second opinion; COPD; Medicine; Radiology; Computed tomography; Medical physics; Internal medicine; Pathology","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":[0.004010432,0.000688869,0.0007472631,0.0009089196,0.0009056532,0.002489569,0.001149658,0.005457853,0.02086532],"category_scores_gemma":[0.03241039,0.0002955753,0.0009022997,0.0003971701,0.001186749,0.002065929,0.000993036,0.003296521,0.009285131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001844188,"about_ca_system_score_gemma":0.002505821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004840754,"about_ca_topic_score_gemma":0.006715991,"domain_scores_codex":[0.9983437,0.0005312136,0.0001773694,0.0002908269,0.0005290789,0.0001278052],"domain_scores_gemma":[0.982028,0.005746601,0.0005901311,0.0004678902,0.0099338,0.001233567],"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":[0.0000777766,0.00001622271,0.00071842,0.0004055142,0.0000327624,0.0001748537,0.00009352161,0.00006556115,0.0005874423,0.0004230686,0.9356508,0.06175413],"study_design_scores_gemma":[0.00008724781,0.0001777245,0.005353746,0.002017179,0.0001416984,0.001688498,0.0006259318,0.001040523,0.001398742,0.005529743,0.9818569,0.00008211297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.003347266,0.03343591,0.005218711,0.7476639,0.1953083,0.0003281392,0.002624938,0.0003072806,0.01176567],"genre_scores_gemma":[0.04427016,0.059874,0.01140415,0.29835,0.5305175,0.0006088084,0.003253024,0.000428539,0.05129385],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02086532,"threshold_uncertainty_score":0.06980145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191938607971656,"score_gpt":0.3084633462359606,"score_spread":0.2865439601562441,"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."}}