{"id":"W3043060427","doi":"10.1007/s12630-020-01752-y","title":"Outsmarting a pulse oximeter: teaching spectrophotometry with a Foley catheter","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Foley; Pulse (music); Spectrophotometry; Medicine; Foley catheter; Catheter; Computer science; Chemistry; Chromatography; Surgery; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01321622,0.0004006191,0.0008023661,0.001697742,0.001036404,0.00193236,0.001868088,0.0001450124,0.001336435],"category_scores_gemma":[0.004994024,0.0002789955,0.0004499445,0.001607874,0.0002336478,0.001142917,0.00001727097,0.001305672,0.000103697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007351097,"about_ca_system_score_gemma":0.00479856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792689,"about_ca_topic_score_gemma":0.009648701,"domain_scores_codex":[0.9925922,0.0007538782,0.001782369,0.0005249456,0.003238464,0.001108197],"domain_scores_gemma":[0.9913186,0.0003627034,0.001789024,0.0004393438,0.001885148,0.00420522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.001116644,0.0001460532,0.106648,0.00004031224,0.0004779666,0.7031177,0.03557876,0.004293746,0.001918596,0.0007145245,0.0605475,0.08540025],"study_design_scores_gemma":[0.001958262,0.00309015,0.008557068,0.0002221858,0.0002400741,0.9306652,0.00626456,0.002128904,0.0004446316,0.001433814,0.04421436,0.0007808028],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773461,0.0004156915,0.0007548134,0.01910697,0.0004437584,0.0002067304,0.00000370822,0.00001198492,0.001710247],"genre_scores_gemma":[0.9958817,0.000003404601,0.001788606,0.0006297489,0.001047693,0.000001877315,0.000001987845,0.00004619074,0.0005987424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2275475,"threshold_uncertainty_score":0.9999662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.078709110017554,"score_gpt":0.2985740099745911,"score_spread":0.2198648999570371,"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."}}