{"id":"W4406201229","doi":"10.1002/alz.091274","title":"Global Research Integration Platform (GRIP): Open‐source Digital Voice Processing Toolkit","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Python (programming language); Mobile device; Microphone; Speech recognition; Human–computer interaction; World Wide Web","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":[0.006180445,0.002569165,0.001409788,0.003599679,0.0004880893,0.002702821,0.004185264,0.001272288,0.05743693],"category_scores_gemma":[0.01892581,0.001275478,0.002315189,0.001937809,0.0008833964,0.003284434,0.005600821,0.002188755,0.04228215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005890591,"about_ca_system_score_gemma":0.001972247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155798,"about_ca_topic_score_gemma":0.001633506,"domain_scores_codex":[0.9970459,0.000609574,0.0004518626,0.0007203415,0.0009360038,0.0002363206],"domain_scores_gemma":[0.9924131,0.004136855,0.0004628952,0.001317681,0.001088263,0.000581148],"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":[0.0037786,0.0003025918,0.004621789,0.00783702,0.0006893269,0.001662635,0.002496685,0.007344681,0.02758018,0.01429219,0.478091,0.4513033],"study_design_scores_gemma":[0.001795725,0.0007526391,0.01582434,0.001537906,0.0005583173,0.001745278,0.0007827081,0.07299512,0.06000926,0.06817972,0.7747881,0.001030786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003555233,0.0007178969,0.2781321,0.0004348518,0.0002661546,0.0008570219,0.05267058,0.6567235,0.006642559],"genre_scores_gemma":[0.07391007,0.001332439,0.4981282,0.001303508,0.0003195684,0.007595662,0.1845384,0.2100786,0.02279357],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.05743693,"threshold_uncertainty_score":0.1921456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07941369275298153,"score_gpt":0.3879707677766629,"score_spread":0.3085570750236813,"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."}}