{"id":"W4253674357","doi":"10.32920/ryerson.14647107","title":"Pediatric clinical exercise testing system project","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Test (biology); Simulation; Computer science; Port (circuit theory); Ventilation (architecture); Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002372728,0.0008212227,0.0009268713,0.0009538415,0.0003025393,0.001151358,0.001341156,0.0006462165,0.04595909],"category_scores_gemma":[0.003466205,0.0003673473,0.00040261,0.0007086712,0.0002582324,0.0007214565,0.00113635,0.000969045,0.02223963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005784199,"about_ca_system_score_gemma":0.001518858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001084698,"about_ca_topic_score_gemma":0.0009692384,"domain_scores_codex":[0.998487,0.0004011166,0.0001245051,0.0003680457,0.0005358575,0.00008344642],"domain_scores_gemma":[0.9975231,0.0005581476,0.0001649406,0.0002894091,0.001124925,0.000339444],"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":[0.00669552,0.0008171833,0.029207,0.001150004,0.0002393355,0.0007685605,0.0003429003,0.002940977,0.06328949,0.006574937,0.2798608,0.6081134],"study_design_scores_gemma":[0.002323549,0.003589144,0.07014808,0.0005375376,0.0003105492,0.004425292,0.0001681488,0.04406377,0.07513508,0.003688368,0.7954273,0.0001832917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08227301,0.008388716,0.60544,0.003846187,0.002472408,0.008311097,0.07465007,0.1147877,0.09983066],"genre_scores_gemma":[0.3158608,0.004894912,0.457999,0.003844128,0.001574128,0.01165431,0.108973,0.009225238,0.08597456],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04595909,"threshold_uncertainty_score":0.1537485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.097658764936329,"score_gpt":0.3630196278166066,"score_spread":0.2653608628802776,"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."}}