{"id":"W2317284797","doi":"10.15766/mep_2374-8265.9933","title":"GI Biopsy Crash Course","year":2014,"lang":"en","type":"article","venue":"MedEdPORTAL","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Crash; Medicine; Academic institution; Biopsy; Medical education; Medical physics; Computer science; Pathology; Library science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004322957,0.00009843188,0.000332737,0.00005473131,0.00006455724,0.000008154672,0.00007670004,0.000100922,0.002934746],"category_scores_gemma":[0.0002359993,0.00007563062,0.00006896906,0.0001098397,0.0001678326,0.00002914758,0.00002878934,0.0001818801,0.001077863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002494969,"about_ca_system_score_gemma":0.000174994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004229846,"about_ca_topic_score_gemma":0.00001702122,"domain_scores_codex":[0.9989627,0.00004060404,0.0001925351,0.0001908499,0.0003098838,0.0003033976],"domain_scores_gemma":[0.9992538,0.0000852307,0.00004282586,0.0002979049,0.00007347226,0.0002467726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005159772,0.0002250636,0.9662659,0.00003499853,0.0000839576,0.0002163747,0.00008899206,1.399315e-7,0.001631048,0.00159914,0.02453345,0.005269403],"study_design_scores_gemma":[0.001702606,0.0004402152,0.9563802,0.000040031,0.0002086238,0.0005478414,0.0001156326,0.000942703,0.0004610426,0.0004521149,0.03858235,0.0001266179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8310096,0.00006567891,0.0003938273,0.00150689,0.0001481509,0.0001649636,0.000002382054,0.00006392937,0.1666445],"genre_scores_gemma":[0.9743059,0.00001133762,0.001445079,0.0004826018,0.0003766205,0.00002176264,0.00002686485,0.00001552042,0.02331426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433303,"threshold_uncertainty_score":0.9996999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601071983539143,"score_gpt":0.3562894985308142,"score_spread":0.3302787786954227,"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."}}