{"id":"W3197994139","doi":"10.21203/rs.3.rs-846035/v1","title":"Efficacy of BioFire FilmArray Gastrointestinal Panel (FGP) to Reduce Hospital Costs Associated With Contact Isolation: A Pragmatic Randomized Controlled Trial","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Interquartile range; Medicine; Randomized controlled trial; Randomization; Isolation (microbiology); Internal medicine","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":[0.003076724,0.001678918,0.00340098,0.000596453,0.0005604062,0.001541488,0.001304382,0.003007048,0.01373961],"category_scores_gemma":[0.007582285,0.0005603979,0.00370064,0.00057381,0.001372882,0.001433658,0.0006718199,0.002960152,0.0007638093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460227,"about_ca_system_score_gemma":0.001864064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001787959,"about_ca_topic_score_gemma":0.002176899,"domain_scores_codex":[0.9972396,0.001938946,0.0001905661,0.0002858639,0.0001563954,0.0001886],"domain_scores_gemma":[0.9971488,0.001317243,0.000738009,0.0001315078,0.0001761849,0.0004882335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9759538,0.004544717,0.0002744584,0.003431081,0.002060599,0.0000359753,0.00004060949,0.0002746365,0.0003217213,0.0002204503,0.0009534357,0.01188866],"study_design_scores_gemma":[0.9743594,0.02331018,0.0004824527,0.0003201263,0.0006705961,0.00001409955,0.00002451117,0.0002476313,0.00006142435,0.0001816195,0.0003179836,0.00001002179],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186696,0.03133627,0.002783933,0.00545532,0.003829007,0.02753692,0.002733348,0.0003636644,0.007291922],"genre_scores_gemma":[0.9574941,0.005581523,0.004349007,0.002991838,0.001043379,0.02482133,0.0008000318,0.0000267886,0.002891923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01373961,"threshold_uncertainty_score":0.04596359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04950279997481363,"score_gpt":0.3846650459216739,"score_spread":0.3351622459468603,"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."}}