{"id":"W2038149365","doi":"10.1097/sla.0b013e3181fc9d53","title":"Improving Outcomes After Laparoscopic Appendectomy","year":2010,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario","funders":"","keywords":"Medicine; Appendicitis; General surgery; Acute appendicitis; Laparoscopy; Surgery","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":[0.000360698,0.0001161565,0.000424507,0.0001623327,0.00002336365,0.00001175461,0.00005341797,0.00006438267,0.0009075762],"category_scores_gemma":[0.0002047299,0.00009332296,0.0002176073,0.00009528306,0.00006001014,0.00009122246,0.00005977938,0.0001425456,0.00008284588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000275253,"about_ca_system_score_gemma":0.00004050965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257392,"about_ca_topic_score_gemma":0.00002289957,"domain_scores_codex":[0.9990255,0.00001145711,0.000299997,0.0001825463,0.0002269368,0.0002536081],"domain_scores_gemma":[0.9991984,0.0001787836,0.0001128381,0.0003221292,0.00007645621,0.0001114354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004179578,0.0001866776,0.9582884,0.0001617893,0.00007161519,0.00007308363,0.0000291041,6.474713e-8,0.00203587,0.000253889,0.01760693,0.02125081],"study_design_scores_gemma":[0.0002546672,0.00002622095,0.9584401,0.0000918342,0.00003574013,0.000004711243,0.00003142917,0.000004678756,0.01856158,0.00009751951,0.02234333,0.0001081652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936256,0.0002126104,0.00001509387,0.003103802,0.000471433,0.0001677448,0.000006949081,0.00003939781,0.002357382],"genre_scores_gemma":[0.99531,0.000140143,0.0001560634,0.003692952,0.00009669511,0.00004184674,0.000009988094,0.00001755807,0.0005347211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02114264,"threshold_uncertainty_score":0.9937323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114993882712863,"score_gpt":0.3471399486943222,"score_spread":0.2356405604230359,"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."}}