{"id":"W2801455814","doi":"10.21037/ls.2018.04.07","title":"Minimally invasive pancreaticoduodenectomy for periampullary disease: it’s time for a randomized control trial!","year":2018,"lang":"en","type":"article","venue":"Laparoscopic Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Pancreaticoduodenectomy; Medicine; General surgery; Laparoscopy; Randomized controlled trial; Abdominal surgery; Periampullary cancer; Surgery; Resection","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002298813,0.0002920228,0.002750699,0.0001946757,0.0002289644,0.00004223369,0.0001349093,0.0001977926,0.0008936111],"category_scores_gemma":[0.01949582,0.0002266409,0.0007278589,0.000148649,0.0005960116,0.00007823915,0.0000315705,0.0001035477,0.0001252457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064658,"about_ca_system_score_gemma":0.00249628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002693194,"about_ca_topic_score_gemma":0.0000223125,"domain_scores_codex":[0.9972713,0.0003640966,0.0008155188,0.0005166694,0.0003389984,0.000693404],"domain_scores_gemma":[0.9737108,0.0246085,0.0002331132,0.0005021169,0.0005109916,0.0004344521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9079043,0.0003701985,0.02252748,0.0005631805,0.0009360625,0.00002652645,0.0001860299,1.328036e-7,0.001409893,0.0001414806,0.06573549,0.0001992292],"study_design_scores_gemma":[0.9756812,0.001359782,0.003465166,0.0005845421,0.002411968,0.0000119426,0.00006423939,0.001938696,0.001256936,0.001091156,0.01180362,0.0003307967],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795313,0.0007828693,0.001232093,0.005729963,0.0007967461,0.01036504,0.0001287793,0.0001016001,0.001331566],"genre_scores_gemma":[0.9534894,0.0004550238,0.004629161,0.005936336,0.00390151,0.01264455,0.0003855933,0.0001116271,0.01844686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06777687,"threshold_uncertainty_score":0.9887634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549719150435234,"score_gpt":0.3376565687578522,"score_spread":0.3021593772534998,"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."}}