{"id":"W4386986345","doi":"10.1016/j.brachy.2023.06.104","title":"PO03","year":2023,"lang":"gl","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Brachytherapy; Workflow; Magnetic resonance imaging; Reduction (mathematics); Nuclear medicine; Medical physics; Radiology; Computer science; Radiation therapy","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":[],"category_scores_codex":[0.0003893024,0.00129845,0.0006882252,0.002050801,0.001585284,0.00401212,0.001070148,0.001807797,0.8885226],"category_scores_gemma":[0.0011492,0.0003644589,0.0005308024,0.001830828,0.0006055529,0.001454772,0.001617293,0.00135891,0.8516522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012025,"about_ca_system_score_gemma":0.001106785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002978893,"about_ca_topic_score_gemma":0.003794937,"domain_scores_codex":[0.9996541,0.00002820506,0.00001221695,0.0001042656,0.0001498193,0.00005135222],"domain_scores_gemma":[0.9994553,0.00005581212,0.00002657063,0.0001224495,0.0001953435,0.0001445262],"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":[0.0001727667,0.0001171538,0.00035961,0.0002258718,0.000009485264,0.0001260552,0.00005782226,0.0002009499,0.002657499,0.02436773,0.6716001,0.3001049],"study_design_scores_gemma":[0.0000181504,0.00003182594,0.0004044341,0.00003909203,0.000002714094,0.00007927835,0.00001782517,0.0001037721,0.0005361197,0.002071945,0.9966902,0.000004625349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004709229,0.0002876379,0.0007790677,0.0002927089,0.0003683389,0.00005055456,0.001932255,0.001073246,0.9947454],"genre_scores_gemma":[0.00105623,0.0001195273,0.0002618021,0.00007893959,0.00004316763,0.0000172223,0.0008144656,0.0002303977,0.9973782],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1114774,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480701791885581,"score_gpt":0.3051924993436083,"score_spread":0.2903854814247525,"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."}}