{"id":"W4404853670","doi":"10.1364/boe.543645","title":"Non-contact imaging of the neck for monitoring cardiopulmonary clinic patients","year":2024,"lang":"en","type":"article","venue":"Biomedical Optics Express","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Medical imaging; Medical physics; Radiology","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":[0.0002163049,0.0003782488,0.0003259121,0.0004108288,0.0001077112,0.0003556837,0.0003971533,0.0005280177,0.002036957],"category_scores_gemma":[0.001036172,0.0001432278,0.0002003238,0.0002012748,0.00008464299,0.0002884887,0.0002971936,0.0002449284,0.0007240729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008294331,"about_ca_system_score_gemma":0.0001667785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006341077,"about_ca_topic_score_gemma":0.002609344,"domain_scores_codex":[0.9998106,0.00005220157,0.00001031034,0.00004106071,0.00006944505,0.00001626014],"domain_scores_gemma":[0.9997367,0.0001012818,0.00004801264,0.00002519922,0.0000661703,0.00002259873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008240218,0.0001837082,0.03060479,0.001198183,0.0001046744,0.001058945,0.0003138176,0.002088927,0.5541465,0.0004346213,0.00492728,0.4041145],"study_design_scores_gemma":[0.0001713278,0.002471009,0.3241296,0.0003557124,0.0004354084,0.01869705,0.0008411538,0.2255875,0.4054741,0.001619657,0.02004831,0.0001692279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5809726,0.007874727,0.3955206,0.0007353217,0.0003968953,0.0004420063,0.001364256,0.001660535,0.01103305],"genre_scores_gemma":[0.9259467,0.00280022,0.06610506,0.0004774057,0.0002404206,0.0001831744,0.000386618,0.00008263853,0.00377786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002036957,"threshold_uncertainty_score":0.006814301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173980817369236,"score_gpt":0.2515160865335062,"score_spread":0.2397762783598139,"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."}}