{"id":"W4310656050","doi":"10.1016/j.brachy.2022.09.028","title":"PHSOR10  Presentation Time: 1:15 PM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Radiation Effects and Dosimetry","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Dosimetry; Dart; Medicine; Brachytherapy; Nuclear medicine; Radiation treatment planning; Radiation therapy; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001869846,0.00006376911,0.00009008468,0.000009618166,0.0003096063,0.00003668637,0.0001193224,0.00001969107,0.01130299],"category_scores_gemma":[0.00001032376,0.00002467851,0.00006604297,0.0002624283,0.00001156707,0.00008588427,0.00002398637,0.0000722023,0.0001241994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001788667,"about_ca_system_score_gemma":0.000003819538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006176552,"about_ca_topic_score_gemma":0.000007449522,"domain_scores_codex":[0.9992936,0.0001331859,0.0001008696,0.0001501984,0.0001998524,0.0001223009],"domain_scores_gemma":[0.9997128,0.0001417911,0.0000589011,0.0000354266,0.00001270295,0.00003832978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002587011,0.0003027575,0.009798378,0.000002354613,0.00003337922,0.000006532199,0.0002020826,0.0005173525,0.4431618,0.0006585371,0.05094959,0.4941086],"study_design_scores_gemma":[0.00130405,0.001059814,0.3563665,0.000001918463,0.000009632797,0.00001945789,0.0001966293,0.004219462,0.003454241,0.001215189,0.6318219,0.0003312732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944066,0.0003444463,0.000005276632,0.001673617,0.0001620039,0.0002382239,0.00002248818,0.00007818567,0.003069107],"genre_scores_gemma":[0.9944866,0.00001724852,0.00002970539,0.001318799,0.0002977337,0.00007052632,0.00009901035,8.490722e-7,0.003679569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5808722,"threshold_uncertainty_score":0.9896008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008534113800846387,"score_gpt":0.2168636860320004,"score_spread":0.208329572231154,"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."}}