{"id":"W4379232896","doi":"10.3390/s23115293","title":"Multimodality Video Acquisition System for the Assessment of Vital Distress in Children","year":2023,"lang":"en","type":"article","venue":"Sensors","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; École de Technologie Supérieure; Centre Hospitalier Universitaire Sainte-Justine","funders":"Fonds de Recherche du Québec - Santé; Centre hospitalier universitaire Sainte-Justine","keywords":"Vital signs; Computer science; Interface (matter); Fidelity; Distress; Medicine; Database; Medical emergency; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008651336,0.0004623673,0.0004077974,0.001276811,0.0002031144,0.000521831,0.0006295023,0.0004443268,0.006194396],"category_scores_gemma":[0.001984795,0.0001836402,0.0002568215,0.0006925262,0.00009763939,0.000448904,0.0006460709,0.0003491316,0.001379558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003779158,"about_ca_system_score_gemma":0.0005492323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003140493,"about_ca_topic_score_gemma":0.004838515,"domain_scores_codex":[0.9995479,0.0001225489,0.00003490829,0.0001245151,0.0001420779,0.00002800889],"domain_scores_gemma":[0.9993574,0.0001740986,0.00006545686,0.00005971066,0.0002812588,0.00006216664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001709179,0.0003429259,0.05310198,0.0008160156,0.0001805621,0.0006777658,0.0005697903,0.007141501,0.1768006,0.002159867,0.02207648,0.7344233],"study_design_scores_gemma":[0.0003639227,0.00229619,0.3401446,0.0005979473,0.0005106863,0.005500346,0.0007692218,0.3879389,0.1863096,0.003235936,0.07200907,0.0003236589],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1968506,0.002013091,0.7608209,0.000426734,0.0001993,0.001787665,0.01583442,0.01130626,0.01076107],"genre_scores_gemma":[0.5204409,0.001519058,0.4614249,0.0004088025,0.000165534,0.00214661,0.007742154,0.0005006429,0.005651302],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006194396,"threshold_uncertainty_score":0.02072227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02720510189755607,"score_gpt":0.3569874849935774,"score_spread":0.3297823830960213,"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."}}