{"id":"W2966208724","doi":"10.1016/j.hbpd.2019.07.012","title":"International Organ Protection Symposium: The fusion of engineering and medicine","year":2019,"lang":"en","type":"letter","venue":"Hepatobiliary & pancreatic diseases international","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"China Postdoctoral Science Foundation","keywords":"Medicine; Group B; Surgery; Group A; Common bile duct; Stenosis; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00302301,0.001185032,0.00121185,0.0007710385,0.004742449,0.008510655,0.001161434,0.05617728,0.009350262],"category_scores_gemma":[0.01014376,0.0007170198,0.001442667,0.0006844798,0.003941603,0.004869011,0.002823677,0.04345927,0.006388275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004925662,"about_ca_system_score_gemma":0.006916833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004192396,"about_ca_topic_score_gemma":0.01093993,"domain_scores_codex":[0.9972518,0.0008445113,0.0002625271,0.0003162806,0.0008290716,0.0004958063],"domain_scores_gemma":[0.9959477,0.001476313,0.0002674302,0.0001595897,0.000761233,0.00138784],"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":[0.00003930791,0.00003373418,0.0003214082,0.00004361121,0.00001242325,0.001191415,0.00009756489,0.00006100868,0.0001345917,0.004840702,0.9870557,0.006168612],"study_design_scores_gemma":[0.00003941688,0.00003255664,0.0006451625,0.0002206336,0.00001655797,0.0008271471,0.000285962,0.0001685579,0.0001104989,0.00660906,0.9910142,0.00003028657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000265267,0.003791115,0.0001043228,0.9296018,0.05959611,0.000009702212,0.00002763853,0.00001397414,0.006590059],"genre_scores_gemma":[0.008458657,0.005880003,0.0003840452,0.791178,0.1566783,0.00005776073,0.00004926633,0.00003432421,0.03727965],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05617728,"threshold_uncertainty_score":0.03573841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011037745380167,"score_gpt":0.2384159163677429,"score_spread":0.2283055389139412,"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."}}