{"id":"W3157594534","doi":"10.1164/ajrccm-conference.2021.203.1_meetingabstracts.a1049","title":"Computed Tomography Emphysema and Small Airway Disease Progression Patterns in Chronic Obstructive Pulmonary Disease","year":2021,"lang":"en","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital; McGill University Health Centre; University of British Columbia; Toronto Metropolitan University","funders":"","keywords":"Pulmonary disease; Medicine; Pulmonary emphysema; Computed tomography; Airway; Disease; COPD; Radiology; Pathology; Internal medicine; Lung; Surgery","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":[0.0006616549,0.0003264467,0.0003609131,0.001634221,0.0003629195,0.0009174742,0.0003842099,0.0006805978,0.001947995],"category_scores_gemma":[0.003914327,0.0002138302,0.0003728017,0.001346421,0.0004058381,0.0009818077,0.0005096382,0.000621561,0.0002206859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002871611,"about_ca_system_score_gemma":0.0003400172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003354107,"about_ca_topic_score_gemma":0.004651576,"domain_scores_codex":[0.9995831,0.0001320094,0.00006501408,0.00005281697,0.00010276,0.00006438878],"domain_scores_gemma":[0.9979848,0.0005922838,0.0008407328,0.00006742071,0.0001920707,0.0003227767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001538934,0.00003074762,0.9978586,0.00001035759,0.00002232036,0.0001409556,0.0000472801,0.0000336185,0.0002250133,0.00002325807,0.00002728935,0.001426812],"study_design_scores_gemma":[0.000002181229,0.00004715944,0.9991494,0.000007503087,0.00001203962,0.0003868444,0.000133034,0.0001500407,0.0000281334,0.00003001146,0.0000514736,0.000002063994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974947,0.001020163,0.00006713058,0.00007395534,0.000007712404,0.00001038887,0.0001254673,0.000003107569,0.001197326],"genre_scores_gemma":[0.999526,0.0001464397,0.00005605955,0.000009217275,0.00001385881,0.000003589397,0.0001006823,0.000001023353,0.0001432118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003354107,"threshold_uncertainty_score":0.006669164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592649773347865,"score_gpt":0.2873904180461796,"score_spread":0.2714639203127009,"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."}}