{"id":"W4400009236","doi":"10.1097/sla.0000000000006412","title":"The Use and Impact of a Decision Support Tool for Appendicitis Treatment","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Appendicitis; Intensive care medicine; MEDLINE; General surgery; Medical physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01259882,0.0004555347,0.0004265127,0.002229738,0.0007073777,0.002762004,0.000675593,0.0008162705,0.004745488],"category_scores_gemma":[0.1064454,0.0002109452,0.001022249,0.001237666,0.0005384124,0.002396256,0.001912942,0.001101939,0.0005206602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565245,"about_ca_system_score_gemma":0.002320107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000942102,"about_ca_topic_score_gemma":0.001294379,"domain_scores_codex":[0.9827504,0.01245408,0.001592636,0.0004894982,0.002205781,0.0005077182],"domain_scores_gemma":[0.895326,0.08315608,0.01226673,0.001404599,0.003099716,0.004746986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0032128,0.004238907,0.3867868,0.001375806,0.0003228235,0.0006002487,0.004090217,0.002809931,0.0004136928,0.001085536,0.006037661,0.5890256],"study_design_scores_gemma":[0.004271324,0.03128809,0.7490449,0.009854307,0.001296652,0.008688922,0.02807416,0.0857322,0.004346071,0.01034365,0.06621436,0.0008452848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982033,0.001794209,0.002369719,0.00440092,0.0001604428,0.000510363,0.000549381,0.0001053182,0.008076633],"genre_scores_gemma":[0.9869152,0.0007319404,0.01073285,0.0004687667,0.00008695883,0.0003127008,0.0003121861,0.00001232722,0.000427225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01259882,"threshold_uncertainty_score":0.06662977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2913318777362459,"score_gpt":0.4166007119385762,"score_spread":0.1252688342023303,"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."}}