{"id":"W3120687892","doi":"10.2196/19210","title":"An Innovative Wearable Device For Monitoring Continuous Body Surface Temperature (HEARThermo): Instrument Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Thermal Regulation in Medicine","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intraclass correlation; Infrared thermometer; Wearable computer; Reliability (semiconductor); Thermometer; Validity; Linear regression; Criterion validity; Limits of agreement; Medicine; Reproducibility; Simulation; Statistics; Computer science; Construct validity; Psychometrics; Mathematics; Nuclear medicine; Infrared","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":[],"consensus_categories":[],"category_scores_codex":[0.0008731586,0.000201996,0.0004876218,0.00008534904,0.0002693666,0.00004220088,0.00005372753,0.0001268444,0.0000260411],"category_scores_gemma":[0.0001180153,0.0001771301,0.00002582248,0.0005453231,0.00004012629,0.0001610623,0.00002019992,0.0003443394,0.000003085431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000170648,"about_ca_system_score_gemma":0.0007886138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009169105,"about_ca_topic_score_gemma":0.000009146308,"domain_scores_codex":[0.9979635,0.0002122708,0.0005347793,0.000464385,0.0003813881,0.0004436475],"domain_scores_gemma":[0.9982026,0.0001088101,0.0002028088,0.0003563368,0.0006851805,0.0004442299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002098236,0.003003604,0.8854247,0.003242425,0.0001462495,0.00006077885,0.01597739,0.00007708358,0.05087539,0.0003986346,0.0007663976,0.03792914],"study_design_scores_gemma":[0.006230157,0.003058236,0.9701506,0.0003849243,0.0001053196,0.00006219375,0.00988834,0.0002381663,0.007437666,0.00004083676,0.002210627,0.0001929346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928617,0.0009683705,0.0000368267,0.003327425,0.0004107841,0.002168642,0.00001378307,0.0001358021,0.00007660329],"genre_scores_gemma":[0.9961166,0.0001504946,0.001674128,0.0008680552,0.0005454816,0.0001114157,0.00007984677,0.00005149036,0.0004024915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08472592,"threshold_uncertainty_score":0.7223156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05119734396516684,"score_gpt":0.4049748461269512,"score_spread":0.3537775021617843,"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."}}