{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001289082,0.002576872,0.001938712,0.001812466,0.002523969,0.006178781,0.002328059,0.005504305,0.9172787],"category_scores_gemma":[0.002081426,0.001406688,0.002253107,0.0008182427,0.0007624428,0.001636699,0.004173561,0.002859159,0.7691936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300816,"about_ca_system_score_gemma":0.001046078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002151515,"about_ca_topic_score_gemma":0.005770009,"domain_scores_codex":[0.9992744,0.00007102443,0.00001688789,0.0001207177,0.0001955305,0.0003214215],"domain_scores_gemma":[0.9978694,0.0003113321,0.00005533022,0.0001953204,0.0005354487,0.001033225],"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":[0.006319245,0.0007170354,0.0008637842,0.0007384928,0.00005036498,0.0005577225,0.0002247279,0.0003839593,0.01898871,0.002800062,0.8776451,0.09071083],"study_design_scores_gemma":[0.0008476791,0.001634987,0.008704577,0.0004542863,0.00005289155,0.0003999405,0.00023336,0.00114605,0.01039152,0.002618744,0.973426,0.00008989506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01079764,0.00108587,0.003766248,0.003380649,0.01049651,0.001140622,0.007419642,0.01850772,0.9434052],"genre_scores_gemma":[0.01704058,0.0004278322,0.0006860098,0.0006632451,0.001443422,0.0002171368,0.002464733,0.002225468,0.9748316],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08272129,"threshold_uncertainty_score":0.1179919,"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."}}