{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003794485,0.000319401,0.0006456222,0.0004887503,0.0001415906,0.0001951713,0.0003785461,0.0001538511,0.000007377101],"category_scores_gemma":[0.0000751124,0.0002849867,0.00009454027,0.0004119883,0.00004500112,0.0003000555,0.0001875184,0.0006057906,0.00002144289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002961053,"about_ca_system_score_gemma":0.00009899138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001463402,"about_ca_topic_score_gemma":0.000001695199,"domain_scores_codex":[0.9962358,0.0009759191,0.0006790429,0.0005792783,0.0008696335,0.0006603423],"domain_scores_gemma":[0.9972579,0.001298456,0.0001208655,0.0007566005,0.0003601849,0.0002059812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004500416,0.001100751,0.4192224,0.01701714,0.00008012728,0.00001666598,0.0008055278,0.005421455,0.5456986,0.00002720135,0.0006116136,0.005498101],"study_design_scores_gemma":[0.0246576,0.04326126,0.1153745,0.03190064,0.000008803126,0.000003753586,0.0007655525,0.119086,0.6489211,0.00001782684,0.01498616,0.001016821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0530422,7.432072e-7,0.002975874,0.000003971156,0.00003874765,0.9435295,0.000009618342,0.0001847168,0.000214665],"genre_scores_gemma":[0.2070741,5.174708e-9,0.006215324,0.00000279687,0.0002241434,0.7863929,5.593691e-7,0.00007817479,0.0000119839],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3038479,"threshold_uncertainty_score":0.9999602,"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."}}