{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006596127,0.0006449626,0.0003685,0.000663116,0.0008460634,0.001225532,0.001463147,0.000733412,0.1691471],"category_scores_gemma":[0.001958207,0.0002417331,0.000414919,0.000446433,0.0002784068,0.0008935908,0.002541944,0.001312596,0.0642041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186296,"about_ca_system_score_gemma":0.001968567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00115782,"about_ca_topic_score_gemma":0.00450798,"domain_scores_codex":[0.9995641,0.00004501041,0.00002039755,0.00007158278,0.0001803876,0.0001185315],"domain_scores_gemma":[0.9972166,0.0001652889,0.0001185088,0.0001335301,0.0007862549,0.001579859],"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":[0.0003970123,0.004280404,0.03013542,0.0004502271,0.00001634395,0.001669608,0.0005871578,0.001148977,0.008435373,0.001482243,0.5033055,0.4480917],"study_design_scores_gemma":[0.0002758278,0.003358241,0.1401324,0.0004394274,0.00002576829,0.004081697,0.001236552,0.002936443,0.009045361,0.003848909,0.8345456,0.00007373489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.4511639,0.002767205,0.03596091,0.01906116,0.004189573,0.004182248,0.01002886,0.01844902,0.454197],"genre_scores_gemma":[0.3614082,0.002622558,0.06030774,0.01069528,0.001406182,0.002588236,0.0165356,0.00128959,0.5431466],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1691471,"threshold_uncertainty_score":0.5658536,"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."}}