{"id":"W3004127615","doi":"10.1038/s41598-019-57364-0","title":"Quantifying Reoxygenation in Pancreatic Cancer During Stereotactic Body Radiotherapy","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"MRI in cancer diagnosis","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Hospital for Sick Children; Princess Margaret Cancer Centre","funders":"","keywords":"Hypoxia (environmental); Medicine; Pancreatic cancer; Magnetic resonance imaging; Oxygenation; Radiation therapy; Nuclear medicine; Positron emission tomography; Tumor hypoxia; Radiology; Adenocarcinoma; Cancer; Internal medicine; Oxygen; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0005634619,0.0001473171,0.0003255793,0.0002180755,0.0001222147,0.0001257046,0.00007340226,0.00006194548,0.0007152873],"category_scores_gemma":[0.0001934332,0.0001386673,0.00008206363,0.000946406,0.00007905109,0.0002182633,0.0000290768,0.0001863267,0.00001571735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003924425,"about_ca_system_score_gemma":0.0002685918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001821048,"about_ca_topic_score_gemma":0.00008972415,"domain_scores_codex":[0.9977181,0.00004615264,0.0005644786,0.0007740604,0.0005812958,0.000315918],"domain_scores_gemma":[0.9988645,0.00004015034,0.000263136,0.0005283544,0.0001063929,0.0001974218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008644474,0.00007500054,0.7961275,0.0003918022,0.00005274981,0.001526159,0.001874592,0.0001053953,0.1933443,0.000007345868,0.005601952,0.0008067168],"study_design_scores_gemma":[0.001820681,0.0001053595,0.8000785,0.001071023,0.0001421552,0.0005493364,0.0002656788,0.003653232,0.1504646,0.0001208419,0.04127589,0.0004527201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880247,0.001646848,0.00003794743,0.006615607,0.002573001,0.0006074374,0.000001303441,0.00009402034,0.0003991089],"genre_scores_gemma":[0.9977769,0.0003837941,0.0004183811,0.0003819574,0.0002415755,0.0001129397,0.0000143891,0.00003233338,0.0006377084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04287968,"threshold_uncertainty_score":0.7831895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05382039879477073,"score_gpt":0.3374346946689258,"score_spread":0.283614295874155,"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."}}