{"id":"W4394892709","doi":"10.1164/rccm.202403-0560ed","title":"Piece of Cake: Slicing through the Complex Layers of Chronic Obstructive Pulmonary Disease with Lung Tissue Network Analysis","year":2024,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Slicing; COPD; Lung; Intensive care medicine; Internal medicine; Mechanical engineering; Engineering","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":[0.007246524,0.0006717156,0.0008033116,0.001099316,0.003086345,0.003085582,0.001915469,0.01819847,0.01061091],"category_scores_gemma":[0.03420307,0.0008930809,0.0009459006,0.0006909941,0.003105109,0.005059619,0.002123328,0.02674775,0.009269455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002282614,"about_ca_system_score_gemma":0.003776587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009574038,"about_ca_topic_score_gemma":0.02873498,"domain_scores_codex":[0.9967674,0.001310844,0.0004189405,0.0003190908,0.001033362,0.0001502658],"domain_scores_gemma":[0.9755062,0.01583129,0.0008705866,0.001148116,0.004438664,0.002205163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001684861,0.000006479278,0.0002570864,0.00001370512,0.000006191054,0.0002187496,0.00004244153,0.00002126001,0.00007711753,0.001067046,0.9861332,0.01213986],"study_design_scores_gemma":[0.0001048948,0.00005861631,0.001799986,0.000476056,0.00002606412,0.002113651,0.0005204434,0.0009185965,0.0002920339,0.02453267,0.9690926,0.00006440554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0001979793,0.002464272,0.001056253,0.9805754,0.01291315,0.00001707938,0.0001313278,0.000124934,0.002519632],"genre_scores_gemma":[0.002805875,0.002971372,0.002746745,0.9415817,0.03896262,0.00008418417,0.0001168904,0.0001313111,0.01059929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01819847,"threshold_uncertainty_score":0.03832376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006960367894867,"score_gpt":0.3297196011178775,"score_spread":0.3096499974389288,"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."}}