{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002770639,0.00110601,0.001817298,0.002182993,0.0007769812,0.001850612,0.001735678,0.0009235797,0.01249828],"category_scores_gemma":[0.005485733,0.0007393122,0.003600515,0.002664727,0.0007621951,0.00140461,0.001067755,0.001660524,0.0004980835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004138346,"about_ca_system_score_gemma":0.003861777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1434259,"about_ca_topic_score_gemma":0.06425514,"domain_scores_codex":[0.9987926,0.0006579419,0.00003757704,0.000139475,0.00008134355,0.0002909379],"domain_scores_gemma":[0.9947747,0.004226105,0.0002688767,0.0001879932,0.0003174977,0.0002248795],"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":[0.001925798,0.0008104976,0.1735679,0.0007226138,0.003963209,0.001235727,0.000434225,0.7232424,0.000863189,0.0497035,0.01122401,0.03230697],"study_design_scores_gemma":[0.0003388142,0.000571825,0.06154525,0.00007743557,0.001684235,0.0001295991,0.0006174596,0.9223739,0.0003438551,0.009851004,0.002369567,0.00009705957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718819,0.001007945,0.01399762,0.001100952,0.00004229401,0.000238284,0.004743666,0.0001274973,0.006859776],"genre_scores_gemma":[0.99063,0.0003417161,0.002001278,0.00007631289,0.00002146563,0.0001545527,0.001864996,0.00002289985,0.00488683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1434259,"threshold_uncertainty_score":0.2851822,"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."}}