{"id":"W4255505380","doi":"10.1016/j.jval.2020.04.807","title":"PMU32 A DEVICE CATEGORY-BASED ECONOMIC MODEL EXPLORING ELECTROSURGERY TECHNOLOGIES ACROSS PROCEDURE TYPES: A CHINESE ANALYSIS","year":2020,"lang":"en","type":"article","venue":"Value in Health","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Electrosurgery; Medicine; Operations management; Surgery; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000641442,0.000271311,0.0009159066,0.0003817294,0.0001112148,0.00002914399,0.0001535335,0.0001423212,0.00000885185],"category_scores_gemma":[0.0003234551,0.0002382256,0.0002459364,0.001633888,0.00005149703,0.0001407233,0.00004484469,0.0004839901,0.00005640996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328512,"about_ca_system_score_gemma":0.001470675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007769119,"about_ca_topic_score_gemma":0.0001714679,"domain_scores_codex":[0.9977816,0.00007978175,0.0006757634,0.000571625,0.0001835778,0.0007077017],"domain_scores_gemma":[0.99895,0.0001887104,0.0002021006,0.0003842164,0.00003874095,0.0002362176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005868066,0.0001653968,0.3341054,0.0008664564,0.0002308568,0.00006666554,0.003910659,0.6561122,0.001882209,0.0001734864,0.001025482,0.0008743307],"study_design_scores_gemma":[0.000956709,0.0002410623,0.01098932,0.0001022852,0.00007940862,0.00001121678,0.0009373754,0.9845291,0.001074772,0.0001646943,0.0005762281,0.0003378263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825535,0.004205137,0.0008721732,0.01130421,0.00007257091,0.0004148225,0.00003455233,0.0004621814,0.00008082067],"genre_scores_gemma":[0.9959516,0.0005848613,0.0007514125,0.00234586,0.0001050938,0.0001472346,0.00004878788,0.00004086515,0.00002430824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3284169,"threshold_uncertainty_score":0.971456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0915492600715045,"score_gpt":0.3285721655058998,"score_spread":0.2370229054343953,"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."}}