{"id":"W4392902159","doi":"10.1007/s00464-024-10775-1","title":"Optimizing the consent process for emergent laparoscopic cholecystectomy using an interactive digital education platform: a randomized control trial","year":2024,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Kingston General Hospital; Queen's University","funders":"Society of American Gastrointestinal and Endoscopic Surgeons","keywords":"Informed consent; Randomized controlled trial; Medicine; Intervention (counseling); Ambulatory; Laparoscopic cholecystectomy; Physical therapy; Family medicine; Surgery; Alternative medicine; Nursing","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":[0.0007942513,0.0002737431,0.0006992001,0.000152214,0.0009739971,0.0001305422,0.0003997676,0.000192579,0.0001915449],"category_scores_gemma":[0.001486203,0.0001810339,0.000262465,0.0002933832,0.0001846521,0.0006590378,0.00008938601,0.0008594952,0.00004239607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004049089,"about_ca_system_score_gemma":0.002675442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002753317,"about_ca_topic_score_gemma":0.00003173771,"domain_scores_codex":[0.996138,0.001277753,0.001208186,0.0004648593,0.0003443966,0.0005668274],"domain_scores_gemma":[0.9904287,0.007921896,0.0004008185,0.0005758459,0.0004394798,0.0002332664],"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":[0.9395961,0.0008511115,0.0002410414,0.002219578,0.0004806,0.000007273906,0.04449769,0.0007451154,0.00004502905,0.008805758,0.0006510474,0.001859675],"study_design_scores_gemma":[0.9108359,0.0003165931,0.000002368704,0.00150245,0.0001601532,0.000007982777,0.01555713,0.05334399,0.0001144449,0.002412105,0.01546963,0.0002773165],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640662,0.004609565,0.001872588,0.003077726,0.007530151,0.016183,0.0001903953,0.000361316,0.002109037],"genre_scores_gemma":[0.9901065,0.00006611147,0.0002773243,0.0004619063,0.0007940701,0.007814215,0.0001584643,0.00005523307,0.0002661668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05259887,"threshold_uncertainty_score":0.7491297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2154951229684352,"score_gpt":0.490869617203213,"score_spread":0.2753744942347779,"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."}}