{"id":"W4249768188","doi":"10.1016/j.brachy.2021.06.033","title":"PHSOR07 Presentation Time: 10:30 AM","year":2021,"lang":"en","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":"Workflow; Medicine; Graphical user interface; Presentation (obstetrics); Graphics; Set (abstract data type); Workstation; Interface (matter); Plan (archaeology); Graphics processing unit; Human–computer interaction; Medical physics; Computer science; Computer graphics (images); Programming language; Operating system; Database; Surgery","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":[0.000064435,0.0001423945,0.0002001216,0.00003230508,0.00008208891,0.000049574,0.0001028172,0.00003587111,0.02572207],"category_scores_gemma":[0.000003576566,0.0001375167,0.0001138826,0.000151117,0.00003226673,0.000194429,0.00001497884,0.00009783766,0.0001713845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002115844,"about_ca_system_score_gemma":0.00004808503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000109057,"about_ca_topic_score_gemma":2.848464e-7,"domain_scores_codex":[0.999168,0.00006562367,0.0001794036,0.0002521647,0.0001388625,0.0001959249],"domain_scores_gemma":[0.9994141,0.00005688495,0.0000878482,0.0003085289,0.00008382739,0.00004877005],"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":[0.0002119756,0.0007221262,0.01718673,0.00001480094,0.0004924123,0.00002370061,0.0007294393,0.0002725989,0.2776891,0.02348631,0.05417993,0.6249908],"study_design_scores_gemma":[0.004613015,0.0001897565,0.003771615,0.00003751423,0.00003110122,0.00001036567,0.0001139967,0.001937302,0.4033119,0.02749856,0.5577335,0.0007513814],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2011707,0.002697579,0.6597724,0.001410064,0.0003819244,0.001162367,0.00006814901,0.0008789079,0.1324578],"genre_scores_gemma":[0.4815312,0.0005989181,0.2315819,0.00273929,0.005006234,0.0008322931,0.0008179444,0.0004142402,0.276478],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6242394,"threshold_uncertainty_score":0.9751685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008223083936391842,"score_gpt":0.2903839641063661,"score_spread":0.2821608801699743,"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."}}