{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001832774,0.002210835,0.001930199,0.001563509,0.008682653,0.007521501,0.002280446,0.007404503,0.8155354],"category_scores_gemma":[0.003636546,0.001186269,0.002237996,0.0007098043,0.000852663,0.001925022,0.004784138,0.004867475,0.6216505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002157346,"about_ca_system_score_gemma":0.001864547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006789208,"about_ca_topic_score_gemma":0.02881694,"domain_scores_codex":[0.9990137,0.000125064,0.00002784912,0.0001637944,0.0002395519,0.0004301289],"domain_scores_gemma":[0.997552,0.0001501129,0.0000671402,0.00008468761,0.0007906882,0.001355349],"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":[0.0007203446,0.0002270577,0.0004588004,0.0001243746,0.00001706372,0.0002588393,0.00009947627,0.00005321108,0.0007591692,0.0004662032,0.9839727,0.01284285],"study_design_scores_gemma":[0.000251055,0.0004796455,0.005769114,0.0003820515,0.00003281591,0.0002019313,0.0004591591,0.0003109751,0.0006823846,0.000783424,0.9906007,0.00004683543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007969375,0.002041659,0.001267208,0.01564613,0.03533787,0.001430977,0.005025009,0.00586845,0.9254133],"genre_scores_gemma":[0.00681347,0.0005035306,0.000412212,0.001809236,0.003047598,0.0002499944,0.001157942,0.0006441433,0.9853618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1844646,"threshold_uncertainty_score":0.2631164,"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."}}