{"id":"W4386987337","doi":"10.1016/j.brachy.2023.06.219","title":"PO118","year":2023,"lang":"es","type":"article","venue":"Brachytherapy","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Contouring; Brachytherapy; Nuclear medicine; Radiation treatment planning; 3d printed; Dosimetry; Medical physics; Biomedical engineering; Radiology; Radiation therapy; Computer graphics (images); 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":["insufficient_payload"],"category_scores_codex":[0.0002179317,0.0001922464,0.0003189215,0.0002147338,0.0001471742,0.00005254317,0.0001215198,0.0001418026,0.002532355],"category_scores_gemma":[0.00004631664,0.0001719827,0.0001903619,0.000862476,0.000084953,0.00006079628,0.0000335522,0.0002359778,0.006604463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005928691,"about_ca_system_score_gemma":0.0001679404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007311715,"about_ca_topic_score_gemma":0.000007490042,"domain_scores_codex":[0.9986224,0.00005000213,0.0002455829,0.0003182006,0.0003088177,0.0004550635],"domain_scores_gemma":[0.999088,0.0001349598,0.00005320195,0.0004790928,0.00005387938,0.0001908058],"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":[0.0005509189,0.0003195545,0.0975989,0.0002863524,0.0004081844,0.001183472,0.002244119,0.0000282357,0.01450282,0.01293979,0.4890765,0.3808612],"study_design_scores_gemma":[0.001714229,0.0003008346,0.3579076,0.0002108442,0.0000498755,0.0000697313,0.0001645156,0.000301846,0.000692445,0.0006012801,0.637785,0.0002018417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930403,0.00859024,0.0001067555,0.01855553,0.002663407,0.0006052255,0.0000900385,0.000631039,0.03835475],"genre_scores_gemma":[0.953755,0.01287174,0.00006361832,0.002968298,0.002376112,0.00003619248,0.00006703135,0.00007233736,0.02778967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3806593,"threshold_uncertainty_score":0.9983795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848699324139091,"score_gpt":0.3434778765606592,"score_spread":0.3149908833192683,"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."}}