{"id":"W4380079399","doi":"10.29390/cjrt-2023-023","title":"Proceedings from the Canadian Society of Respiratory Therapists Annual Conference May 13-14, 2023","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Therapy","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respiratory system; Psychology; Medicine; Political science; Internal medicine","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003624539,0.0003855812,0.0006776351,0.0006196318,0.002194233,0.00007170244,0.001206827,0.0006048974,0.00136764],"category_scores_gemma":[0.0005619759,0.0002760817,0.0004053385,0.001348566,0.0005460157,0.0003595348,0.00003361095,0.001660487,0.0001965734],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007801873,"about_ca_system_score_gemma":0.0483332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1786464,"about_ca_topic_score_gemma":0.4968991,"domain_scores_codex":[0.9951336,0.0007404276,0.001511572,0.0003759743,0.0007336579,0.001504743],"domain_scores_gemma":[0.9924406,0.0006966718,0.001141559,0.0004735048,0.002046957,0.003200748],"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":[0.0001185135,0.00001729693,0.3720005,0.00009980032,0.0001565285,0.00007793547,0.007863704,0.000008415385,0.0002825259,0.0001402291,0.6110767,0.008157867],"study_design_scores_gemma":[0.001398321,0.0002866072,0.2330829,0.0002088871,0.00002315358,0.000001697575,0.006543458,0.000004633286,0.00005312487,0.0003456711,0.7578154,0.0002361816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770952,0.0127436,0.000004080509,0.004715421,0.00136924,0.0008561864,0.001379485,0.00004401609,0.001792736],"genre_scores_gemma":[0.9401095,0.001080713,0.0000475774,0.05411974,0.003712441,0.0000752151,0.00001703991,0.0001063898,0.0007313684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3182528,"threshold_uncertainty_score":0.9999691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09846799389259005,"score_gpt":0.3761614090534006,"score_spread":0.2776934151608106,"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."}}