{"id":"W4385653175","doi":"10.29390/001c.85092","title":"Proceedings from the Canadian Society of Respiratory Therapists Annual Conference May 11–13, 2023","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respiratory system; Political science; Medicine; Psychology; Gerontology; Environmental ethics; Medical education; Psychiatry; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001514013,0.0003271356,0.0005762854,0.0005790554,0.0004851444,0.0001208964,0.0008345381,0.0002731896,0.001414885],"category_scores_gemma":[0.0001990894,0.0002482274,0.0004516198,0.001148887,0.0009259517,0.0002898082,0.00002878658,0.0008994546,0.00005515326],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242433,"about_ca_system_score_gemma":0.02235156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1670619,"about_ca_topic_score_gemma":0.4516366,"domain_scores_codex":[0.9969265,0.000171036,0.0007156202,0.0003698229,0.0008963553,0.0009207086],"domain_scores_gemma":[0.9950572,0.0001820077,0.0004009816,0.0004763802,0.001726671,0.002156752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003662158,0.00005486476,0.6294544,0.0001391549,0.0007868992,0.0008227678,0.007895765,0.00001220034,0.006679741,0.0004942203,0.3264282,0.02686548],"study_design_scores_gemma":[0.001746938,0.000309554,0.5033893,0.0002223335,0.00003253603,0.00002619974,0.003657578,0.00002579914,0.0008800157,0.0002827407,0.4892321,0.0001949228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814082,0.00901029,0.000002120413,0.006478528,0.0003842609,0.0005912872,0.0006727696,0.00002130528,0.001431268],"genre_scores_gemma":[0.9914821,0.0003279478,0.00004559632,0.006332789,0.001032063,0.000019695,0.0000160188,0.00008319529,0.0006605453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2845746,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05272888276218292,"score_gpt":0.3072453808235395,"score_spread":0.2545164980613566,"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."}}