{"id":"W4396857758","doi":"10.29390/001c.117111","title":"Proceedings from the Canadian Society of Respiratory Therapists Annual Conference May 3-5, 2024","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Medicine; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001174988,0.0003147312,0.0004929174,0.0004800388,0.0003210144,0.0002299419,0.0006595778,0.0002532986,0.002604853],"category_scores_gemma":[0.0001034982,0.0002245959,0.0004826043,0.0007131887,0.0008798079,0.0003436218,0.0000194405,0.001210608,0.00003210187],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001577905,"about_ca_system_score_gemma":0.03095465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0839729,"about_ca_topic_score_gemma":0.1998877,"domain_scores_codex":[0.9973665,0.0001313915,0.0006558463,0.000374168,0.000762937,0.000709136],"domain_scores_gemma":[0.9960519,0.0001593921,0.0002082788,0.0003853966,0.001301194,0.001893803],"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":[0.000618681,0.00009565325,0.2516626,0.000564785,0.002471574,0.002213463,0.01943353,0.000009052174,0.0118356,0.002617588,0.5758494,0.1326281],"study_design_scores_gemma":[0.001141119,0.0004467476,0.1453956,0.0006482921,0.00006597451,0.00007733868,0.002718722,0.00004461275,0.001316822,0.0005454759,0.8473711,0.0002281851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065261,0.08044894,0.000007751751,0.007417499,0.0008451926,0.0006094213,0.0006890672,0.00001947209,0.003436502],"genre_scores_gemma":[0.9913291,0.0003838543,0.00008519352,0.005941511,0.001355812,0.00001437563,0.000006380252,0.00008206409,0.0008016932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715217,"threshold_uncertainty_score":0.9983069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04232751933592969,"score_gpt":0.3059920839828291,"score_spread":0.2636645646468994,"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."}}