{"id":"W4415005525","doi":"10.1370/afm.23.s1.8213","title":"Aneroid Sphygmomanometer Calibration: A Looming Iceberg of Imprecision?","year":2025,"lang":"en","type":"article","venue":"","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sphygmomanometer; Primary care; Blood pressure; Calibration; Pressure measurement; Certificate; General practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006138257,0.00009211147,0.0002147573,0.000550556,0.000117938,0.0002186226,0.0005666457,0.00005292703,0.005507303],"category_scores_gemma":[0.003040745,0.00006105089,0.0001222377,0.001764057,0.00007117228,0.0003908499,0.0001063541,0.00004952691,0.0001164654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002788067,"about_ca_system_score_gemma":0.0001414391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003311474,"about_ca_topic_score_gemma":0.0001183612,"domain_scores_codex":[0.9966186,0.00019036,0.0008052154,0.0004192309,0.001815825,0.0001508059],"domain_scores_gemma":[0.9975342,0.0009376285,0.0001978318,0.0006408904,0.0006400797,0.00004943434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002542432,0.0003341763,0.08595351,0.00002200155,0.00008925082,0.000002287873,0.001230154,0.00164185,0.1344465,0.04802649,0.3729061,0.3550934],"study_design_scores_gemma":[0.002958614,0.0002128744,0.1265287,0.0001366341,0.000111061,0.00000325754,0.003991872,0.2629099,0.2342756,0.3063909,0.0618638,0.0006167648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6165921,0.0001879128,0.2108013,0.002211962,0.002299767,0.0004337243,0.000005473645,0.00004981429,0.1674179],"genre_scores_gemma":[0.9501263,0.000001321131,0.00260835,0.0001969629,0.00003391194,0.000007106811,0.00000367553,0.000002648075,0.04701971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3544766,"threshold_uncertainty_score":0.9954018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1981305872213446,"score_gpt":0.4365281732930341,"score_spread":0.2383975860716895,"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."}}