{"id":"W4402279854","doi":"10.3390/curroncol31090386","title":"A Customized 3D-Printed Bolus for High-Risk Breast Cancer with Skin Infiltration: A Pilot Study","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Infiltration (HVAC); 3d printed; Bolus (digestion); Medical physics; Surgery; Internal medicine; Biomedical engineering; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002855354,0.000265997,0.0006854386,0.0001748632,0.0001251487,0.00002916766,0.0001087455,0.00005444129,0.0002880239],"category_scores_gemma":[0.00006076157,0.0001920392,0.00006553327,0.0003493268,0.000144168,0.00007104541,0.0000775308,0.0003977171,0.00004424472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000673622,"about_ca_system_score_gemma":0.0007973336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004723434,"about_ca_topic_score_gemma":0.002286655,"domain_scores_codex":[0.998356,0.0001172828,0.0003724791,0.0005572207,0.000234793,0.0003621914],"domain_scores_gemma":[0.9988844,0.0003354811,0.0001236024,0.0002905142,0.0002491391,0.0001168126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02273382,0.006382564,0.3573023,0.001038131,0.003426557,0.000255295,0.005067579,0.00003683609,0.0001465518,0.0006968926,0.05816684,0.5447466],"study_design_scores_gemma":[0.03774426,0.02466062,0.6606767,0.0008337677,0.003995636,0.0004832239,0.001549914,0.001192506,0.000161376,0.0001948259,0.2678753,0.0006318418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705221,0.00923341,0.002919467,0.005449646,0.005460136,0.004782814,0.000354639,0.0003108262,0.0009669645],"genre_scores_gemma":[0.993925,0.000519126,0.0007256733,0.0001204334,0.001440325,0.002906095,0.00003271472,0.00005022686,0.0002803427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5441148,"threshold_uncertainty_score":0.7831129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0691606308869638,"score_gpt":0.402211399246712,"score_spread":0.3330507683597482,"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."}}