{"id":"W2945678118","doi":"10.2196/13400","title":"Noncontact Heart and Respiratory Rate Monitoring of Preterm Infants Based on a Computer Vision System: Protocol for a Method Comparison Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Medicine; Respiratory system; Computer science; Pediatrics; Intensive care medicine; Internal medicine; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.06050895,0.003977715,0.004634368,0.002585628,0.003602008,0.002232984,0.00325028,0.005053907,0.02347508],"category_scores_gemma":[0.04319113,0.002213919,0.003347229,0.002326247,0.002685161,0.002237446,0.002545513,0.004700694,0.007656301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00385649,"about_ca_system_score_gemma":0.0132423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311805,"about_ca_topic_score_gemma":0.002125637,"domain_scores_codex":[0.9615341,0.02130968,0.00834294,0.002389488,0.004558895,0.001864974],"domain_scores_gemma":[0.9649485,0.007369805,0.004678285,0.005616087,0.01580221,0.001585078],"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":[0.2765897,0.09953216,0.01283986,0.06988562,0.001793329,0.004239544,0.009795674,0.008580229,0.05048484,0.02131096,0.08031958,0.3646285],"study_design_scores_gemma":[0.1829079,0.2094652,0.05678979,0.02527174,0.001567053,0.002019519,0.004148225,0.01311501,0.02736611,0.01197725,0.4641074,0.001264734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002751177,0.0001561863,0.00644113,0.0001250254,0.0001762914,0.9890497,0.0003981197,0.00007687505,0.000825476],"genre_scores_gemma":[0.001022049,0.00008884061,0.006293006,0.00007509157,0.0000261313,0.9921708,0.0001057765,0.000007207123,0.0002111634],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06050895,"threshold_uncertainty_score":0.3200058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1985715695667412,"score_gpt":0.5393769767934856,"score_spread":0.3408054072267445,"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."}}