{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009687218,0.0002809044,0.0006384004,0.001707724,0.0003493713,0.00005731314,0.0002721125,0.000248627,0.001600565],"category_scores_gemma":[0.003577711,0.0002435813,0.0001357115,0.0007638448,0.001413215,0.00020794,0.0000272805,0.0009644617,0.0001183023],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008710586,"about_ca_system_score_gemma":0.009725108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03522465,"about_ca_topic_score_gemma":0.2305671,"domain_scores_codex":[0.9969292,0.0001594367,0.0007484,0.0003687763,0.0007395436,0.001054672],"domain_scores_gemma":[0.9901535,0.0003207367,0.00009425305,0.0003835961,0.001748558,0.007299387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006420779,0.00008548393,0.173638,0.005648613,0.000661865,0.1751911,0.00717077,0.00006419494,0.003394279,0.01230313,0.2409552,0.3802454],"study_design_scores_gemma":[0.002734874,0.001931179,0.4628302,0.001128433,0.0003816245,0.0005953461,0.01140874,0.00004022429,0.0001447111,0.0005543412,0.5178384,0.0004119873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.898541,0.05046361,0.00001009798,0.01507158,0.001319587,0.000473457,0.0002285462,0.00003757606,0.03385452],"genre_scores_gemma":[0.9937296,0.00008634343,0.00002731932,0.004625727,0.001281614,0.000007815746,0.00001682729,0.00004489711,0.0001798445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3798334,"threshold_uncertainty_score":0.9993121,"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."}}