{"id":"W3164418528","doi":"10.29390/cjrt-2022-024","title":"Proceedings from the Canadian Society of Respiratory Therapists Annual Conference May 13-14, 2022","year":2022,"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":false,"ca_institutions":"","funders":"","keywords":"Medicine; Psychology; Political science","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":[0.00172913,0.0003109296,0.0005550226,0.0004540762,0.0009866466,0.00009337814,0.001024313,0.0001544113,0.005683506],"category_scores_gemma":[0.0001199999,0.000252971,0.0004630328,0.0007547867,0.0007885138,0.0002475133,0.00005336801,0.001592052,0.000007893661],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002562931,"about_ca_system_score_gemma":0.02981571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1203934,"about_ca_topic_score_gemma":0.2257292,"domain_scores_codex":[0.9966044,0.0003140861,0.0007119789,0.0003782421,0.001194722,0.0007964995],"domain_scores_gemma":[0.9955727,0.0001318476,0.0005026021,0.0004886772,0.001427654,0.001876527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001295661,0.0001944781,0.6058384,0.0001327145,0.001440045,0.00117338,0.01877527,0.00005059227,0.01047632,0.0007275094,0.2975591,0.06233653],"study_design_scores_gemma":[0.002526341,0.0008010253,0.2599424,0.0000835972,0.00004352422,0.00008450238,0.007028619,0.0000186842,0.0007379654,0.0003795041,0.7281126,0.0002412848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664613,0.0244945,0.000002985641,0.005386543,0.0004575419,0.0006714775,0.001052483,0.00001080472,0.001462364],"genre_scores_gemma":[0.9867185,0.0001577231,0.00006039077,0.01181207,0.0006968816,0.00004016575,0.00001386162,0.00007625351,0.0004241461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4305535,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03859606980520853,"score_gpt":0.2885426411311242,"score_spread":0.2499465713259157,"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."}}