{"id":"W3137777033","doi":"10.1016/j.hpb.2021.03.001","title":"Response to “Landmarking for safe laparoscopic cholecystectomy”","year":2021,"lang":"en","type":"letter","venue":"HPB","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Centre; University of Toronto","funders":"","keywords":"Medicine; Cholecystectomy; General surgery; Laparoscopic cholecystectomy; Dissection (medical); Bile duct; Anatomical landmark; Scopus; Gallstones; Cystic duct; Surgery; MEDLINE","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002686286,0.0003029007,0.0006337727,0.0002309253,0.00007586856,0.00005364468,0.0001548151,0.0005403298,0.0005404212],"category_scores_gemma":[0.0004771567,0.0002714383,0.0002583174,0.0002200285,0.00002859458,0.00002224598,0.00005997733,0.000750805,0.0001283033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009743906,"about_ca_system_score_gemma":0.0003233739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002097623,"about_ca_topic_score_gemma":0.00001285399,"domain_scores_codex":[0.9981873,0.0001085391,0.0002886677,0.0005568614,0.0003454656,0.0005131703],"domain_scores_gemma":[0.9987902,0.0002643517,0.00006669142,0.0006054776,0.0001570219,0.0001162644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009047684,0.00002721866,0.0003103122,0.0005244464,0.0001057359,0.0004121218,0.0001565203,4.294545e-7,0.001457184,6.426186e-7,0.9943665,0.001734065],"study_design_scores_gemma":[0.004165786,0.0003484133,0.001068751,0.0005488941,0.0001722373,0.0001154054,0.00006498756,0.00001179303,0.0003357415,0.000008981446,0.9928752,0.0002838312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03741959,0.0008117423,0.0008877499,0.9538276,0.001532496,0.002054419,0.0001261117,0.0001391996,0.003201144],"genre_scores_gemma":[0.001405223,0.00001939662,0.00175619,0.9413332,0.003043099,0.0003303442,0.0008139145,0.0001131583,0.05118542],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04798428,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539315958831014,"score_gpt":0.2914280244072209,"score_spread":0.2660348648189108,"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."}}