{"id":"W7029917677","doi":"","title":"Malignant Biliary and Gastric Outlet Obstruction in Peri-Ampullary Cancers","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Boston Scientific Corporation","keywords":"Gastric outlet obstruction; Cancer; Adenocarcinoma; Malignant disease; Biliary tract","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":[0.0002096533,0.000107623,0.0001180737,0.0006286363,0.0002721754,0.0003644863,0.00008722034,0.0001879655,0.004265915],"category_scores_gemma":[0.0007582039,0.0001027781,0.0001367849,0.0003807957,0.0001843959,0.0001558503,0.0003306204,0.0002562116,0.0006092797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004189802,"about_ca_system_score_gemma":0.0003520065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001661033,"about_ca_topic_score_gemma":0.003580433,"domain_scores_codex":[0.9999176,0.00001161006,0.000006457457,0.00001035028,0.00002271684,0.00003115779],"domain_scores_gemma":[0.9998747,0.00005023539,0.00001510151,0.000003196658,0.00001892837,0.00003771657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001286796,0.0001772944,0.512324,0.0008235877,0.00005445495,0.029109,0.001166129,0.0004675104,0.00820999,0.001505417,0.03616671,0.4087091],"study_design_scores_gemma":[0.00005523418,0.0003577382,0.8743275,0.0003147157,0.00006090252,0.03356865,0.001294455,0.000300462,0.003258427,0.0009428238,0.08550142,0.00001771418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8121787,0.09874798,0.0003679348,0.007475225,0.001105882,0.0001012002,0.0005307666,0.00003944788,0.0794529],"genre_scores_gemma":[0.9356182,0.03834885,0.0003671052,0.0005875613,0.001111923,0.00002775484,0.0003482318,0.00001171852,0.02357854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004265915,"threshold_uncertainty_score":0.0142709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212902114788685,"score_gpt":0.2988280728941289,"score_spread":0.276699051746242,"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."}}