{"id":"W4403521704","doi":"10.2196/preprints.55075","title":"Feasibility, Preference, and Impact of a Rapid Multiplexed Point-of-Care Digital Innovation (AideSmart!) to Expedite Screening of Sexually Transmitted Blood-Borne Infections in At-Risk Populations in Canada: Cross-Sectional Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preference; Cross-sectional study; Environmental health; Point-of-care testing; Medicine; Point of care; Family medicine; Immunology; Statistics; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009478471,0.0005726735,0.0004581595,0.0006372572,0.001986167,0.002024711,0.001336471,0.0009912566,0.002261419],"category_scores_gemma":[0.02160577,0.0006211512,0.001204317,0.001060678,0.0009754871,0.0009389151,0.0009113942,0.00104347,0.0004081684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007385494,"about_ca_system_score_gemma":0.01629301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7828938,"about_ca_topic_score_gemma":0.8432082,"domain_scores_codex":[0.9947041,0.001419913,0.0005438012,0.000592434,0.001878699,0.0008610921],"domain_scores_gemma":[0.9831485,0.003610955,0.002760737,0.0006546545,0.007918306,0.001906894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006874293,0.001578291,0.9784412,0.0002296368,0.0001670002,0.00009599776,0.004370104,0.0001056646,0.0004272094,0.00005733616,0.001585127,0.01225493],"study_design_scores_gemma":[0.0001422213,0.003305451,0.9866824,0.0002434289,0.0002279787,0.00009057776,0.006024822,0.0008781393,0.0004669178,0.00003422262,0.001843496,0.00006036059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962984,0.0001501849,0.0002353927,0.0002176155,0.00002066569,0.001000169,0.001010996,0.000009814269,0.00105674],"genre_scores_gemma":[0.9937246,0.0003533663,0.002386348,0.0006965453,0.00002239167,0.0007146081,0.0007836404,0.00001330055,0.001305146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2171062,"threshold_uncertainty_score":0.4367695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235805180987812,"score_gpt":0.3715360965392177,"score_spread":0.2479555784404365,"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."}}