{"id":"W4386986372","doi":"10.1016/j.brachy.2023.06.064","title":"Saturday, June 24, 20238:30 AM - 9:30 AMMSOR01 Presentation Time: 8:30 AM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Brachytherapy; Rectum; Colorectal cancer; Nuclear medicine; Adenocarcinoma; Pathology; Cancer; Radiology; Radiation therapy; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004828791,0.0003890951,0.0006833222,0.0003283332,0.0001674539,0.00008370345,0.0002652909,0.0002603946,0.01793528],"category_scores_gemma":[0.0001247132,0.0003589787,0.0002706314,0.0009875952,0.000115534,0.0002237692,0.00006956494,0.0004344133,0.01209153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943798,"about_ca_system_score_gemma":0.0001796965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001399543,"about_ca_topic_score_gemma":0.00003225797,"domain_scores_codex":[0.9970242,0.0001549819,0.0005756884,0.0007237042,0.0008374423,0.000683989],"domain_scores_gemma":[0.9979812,0.0004260349,0.0002327111,0.0008956376,0.0001794851,0.000284924],"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":[0.0004171942,0.0002617452,0.008445338,0.0001380063,0.0003080242,0.00017291,0.0009239021,0.0001937503,0.01017014,0.0001467376,0.9445372,0.03428512],"study_design_scores_gemma":[0.01384735,0.0009395324,0.09552966,0.0004246502,0.0002954709,0.00008056026,0.0003133224,0.003156489,0.01855101,0.001591,0.8643793,0.0008916092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8732468,0.007730795,0.0002908865,0.07798668,0.008646552,0.005806238,0.0001860566,0.002810516,0.02329543],"genre_scores_gemma":[0.4296439,0.07264656,0.005363268,0.02558613,0.01575962,0.004640299,0.00249799,0.00131132,0.4425509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4436029,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986184835831594,"score_gpt":0.3325244231131606,"score_spread":0.3026625747548446,"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."}}