{"id":"W3135498315","doi":"10.1093/jcag/gwab002.133","title":"A135 ASSESSING THE HISTOLOGICAL QUALITY OF ENDOSCOPIC BIOPSY SAMPLES OBTAINED USING NOVEL MULTIBITE FORCEPS FROM A PORCINE GASTRIC SPECIMEN","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Biopsy; Forceps; Medicine; Sampling (signal processing); Radiology; Surgery; Computer 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":[0.001141406,0.0002698973,0.0001798182,0.0008709805,0.0002310429,0.0003030017,0.000171374,0.0004906223,0.001466426],"category_scores_gemma":[0.001170638,0.0003177419,0.0003431974,0.0002726104,0.0003114348,0.0003649115,0.0003524705,0.0003441682,0.0002683761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791255,"about_ca_system_score_gemma":0.0001457112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004470162,"about_ca_topic_score_gemma":0.001046421,"domain_scores_codex":[0.9995609,0.00006247269,0.00005908921,0.0001109659,0.0001592564,0.00004727078],"domain_scores_gemma":[0.9980331,0.0004318607,0.0005379106,0.0002035533,0.0005971876,0.0001964135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000635127,0.00007309994,0.01977964,0.0001224404,0.00003646615,0.0002947187,0.0001095698,0.0001163076,0.971718,0.00002391137,0.00004108913,0.007049574],"study_design_scores_gemma":[0.00003528577,0.005524263,0.5798156,0.00006073801,0.0002105384,0.006056091,0.0004933962,0.002971672,0.4029796,0.00005811286,0.001743521,0.00005105779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99214,0.0005670699,0.00639952,0.00002363277,0.00001978584,0.00006117073,0.0001076838,0.00004607182,0.0006351793],"genre_scores_gemma":[0.9728433,0.0004528738,0.02535312,0.00004992722,0.00001300569,0.00005823755,0.0003340341,0.00002347785,0.0008719977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001466426,"threshold_uncertainty_score":0.006036341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05429979324024327,"score_gpt":0.3120212975366612,"score_spread":0.2577215042964179,"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."}}