{"id":"W4384073348","doi":"10.1080/24745332.2023.2214070","title":"2023 Canadian Respiratory Conference Abstracts","year":2023,"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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respiratory system; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001511495,0.001358059,0.001210741,0.002539183,0.002358684,0.004049983,0.001757891,0.003279371,0.7176006],"category_scores_gemma":[0.005112696,0.0005354502,0.001273372,0.002342017,0.0005831848,0.0009832062,0.001537287,0.002987879,0.4693147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008265033,"about_ca_system_score_gemma":0.01665612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2562263,"about_ca_topic_score_gemma":0.4121999,"domain_scores_codex":[0.9979128,0.0001388419,0.0001193762,0.0002234934,0.001217727,0.0003878807],"domain_scores_gemma":[0.9935338,0.0001916423,0.000186802,0.0001456675,0.004382995,0.001559001],"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":[0.00001857125,0.0000060568,0.00009261681,0.00008642334,0.000003303508,0.00002614331,0.000003358566,0.000007389385,0.00004288274,0.00009190098,0.9884402,0.0111811],"study_design_scores_gemma":[0.0000144559,0.000004590706,0.0007501137,0.0001604606,0.000003098984,0.00002726208,0.00002457203,0.00001097022,0.00001869264,0.00004477263,0.998937,0.000004183403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006183651,0.02488426,0.0005094188,0.05142919,0.08320081,0.0009021513,0.02740865,0.0005358372,0.8105112],"genre_scores_gemma":[0.003870121,0.01651484,0.0005079897,0.009522395,0.01440713,0.0002942513,0.01032874,0.0002400515,0.9443145],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7176006,"threshold_uncertainty_score":0.5094699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05616866719879211,"score_gpt":0.3392306313704166,"score_spread":0.2830619641716245,"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."}}