{"id":"W4392453278","doi":"10.1016/j.radonc.2024.110184","title":"Multi-centre evaluation of variation in cumulative dose assessment in reirradiation scenarios","year":2024,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; London Health Sciences Centre; Western University","funders":"Engineering and Physical Sciences Research Council; Varian Medical Systems; Yorkshire Cancer Research; Peter MacCallum Cancer Centre; National Cancer Institute; Cancer Research UK; RefleXion Medical","keywords":"Cumulative dose; Environmental science; Dose rate; Nuclear medicine; Medical physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001177779,0.00007494178,0.0002188178,0.0003585653,0.00001450555,0.00001083757,0.00002068523,0.00009870458,0.0001288426],"category_scores_gemma":[0.00006498596,0.00006914881,0.00002579876,0.0002918969,0.00002537269,0.0001644556,0.000003809269,0.0001642585,0.000001401337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190232,"about_ca_system_score_gemma":0.0004844843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001727628,"about_ca_topic_score_gemma":0.0002066411,"domain_scores_codex":[0.9989601,0.0002642856,0.0003015269,0.0001933477,0.0001738014,0.0001069587],"domain_scores_gemma":[0.9996311,0.0001415497,0.00006818369,0.00007761694,0.00005059692,0.00003094986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003425154,0.0009088628,0.1802711,0.0001756938,0.0001575439,0.00004534758,0.03248829,0.01083408,0.06901726,0.001842588,0.0001640298,0.7037527],"study_design_scores_gemma":[0.003234283,0.0001106705,0.4616263,0.00007187622,0.00002619441,0.000005520369,0.0001136909,0.5336721,0.00007937081,0.0001060294,0.0009167492,0.00003719487],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990433,0.002941731,0.001665246,0.003481053,0.0002122662,0.0006600374,0.00000219961,0.00001787526,0.0005865479],"genre_scores_gemma":[0.9954094,0.0007443798,0.003411434,0.0002392905,0.00007762687,0.00002266834,0.0000175537,0.000009680471,0.00006802044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7037155,"threshold_uncertainty_score":0.3112415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601918577622227,"score_gpt":0.4102538464379352,"score_spread":0.364234660661713,"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."}}