{"id":"W3082755028","doi":"10.2196/22524","title":"Infrared Thermal Imaging of Patients With Acute Upper Respiratory Tract Infection: Mixed Methods Analysis","year":2020,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Upper respiratory tract infection; Respiratory tract; Medicine; Respiratory tract infections; Incidence (geometry); Respiratory system; Intensive care medicine; Internal medicine","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":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006172562,0.0002101688,0.0009991723,0.001702595,0.00008073656,0.00002736226,0.0004560862,0.0001700441,0.003114717],"category_scores_gemma":[0.009143081,0.0001333155,0.0005068646,0.002828968,0.0006740525,0.0003714502,0.0001499039,0.003261356,0.000007120823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702272,"about_ca_system_score_gemma":0.0008864112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003012463,"about_ca_topic_score_gemma":0.000001237643,"domain_scores_codex":[0.9914966,0.001823479,0.001076152,0.0002741426,0.004894183,0.0004353942],"domain_scores_gemma":[0.9920443,0.002305883,0.0006379667,0.0003127918,0.003709092,0.0009900104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01058538,0.001252656,0.8781261,0.0001330186,0.008719436,0.001455662,0.003557569,0.00001324004,0.006682416,0.00003207423,0.003114523,0.08632788],"study_design_scores_gemma":[0.006184783,0.004286778,0.9716939,0.0006975144,0.001644713,0.00009120641,0.001071122,0.0005277294,0.009253001,0.0001051311,0.004298461,0.0001456031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815822,0.0003498291,0.009908381,0.005379255,0.0002363021,0.000289808,0.00001105329,0.00001380252,0.002229327],"genre_scores_gemma":[0.9947251,0.00007668937,0.003269469,0.001315287,0.000539469,0.000007677968,0.000008221199,0.00003422393,0.00002382496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09356781,"threshold_uncertainty_score":0.9992033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04389302613323345,"score_gpt":0.4569150798062978,"score_spread":0.4130220536730643,"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."}}