{"id":"W2513267868","doi":"10.1118/1.4961813","title":"Poster – 39: Using Optical Scanner and 3D Printer Technology to Create Lead Shielding for Radiotherapy of Facial Skin Cancer with Low Energy Photons","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Scanner; Contouring; Electromagnetic shielding; Computer science; Process (computing); Optics; Medical physics; Physics; Computer graphics (images); Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0005978369,0.0004852625,0.0001354276,0.0005945729,0.0003909192,0.0004609814,0.0004144518,0.0005597539,0.02796526],"category_scores_gemma":[0.0005279268,0.0002526127,0.0006350935,0.000223427,0.0003253983,0.0003238972,0.0006859593,0.0005874786,0.006610597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000242319,"about_ca_system_score_gemma":0.0004088678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002712694,"about_ca_topic_score_gemma":0.0005192279,"domain_scores_codex":[0.9997652,0.00003860161,0.00001933331,0.00003640437,0.0001216029,0.00001885395],"domain_scores_gemma":[0.9997607,0.00006728507,0.00002690768,0.00005194158,0.000063429,0.00002970845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000795337,0.0003821376,0.00877379,0.0008083333,0.00007878297,0.001746816,0.0004677759,0.003987719,0.5343601,0.002872396,0.03484005,0.4108867],"study_design_scores_gemma":[0.0002613417,0.001449469,0.02373746,0.0001438285,0.0001487768,0.0159276,0.0001474938,0.01450379,0.6510399,0.00222299,0.2902883,0.0001291409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4034845,0.003972955,0.3991292,0.002494723,0.003391289,0.001060077,0.001265561,0.006308312,0.1788933],"genre_scores_gemma":[0.5295813,0.002272434,0.3658541,0.0008942745,0.0006688149,0.0003921904,0.0007717242,0.001484769,0.09808026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02796526,"threshold_uncertainty_score":0.09355307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444639553694054,"score_gpt":0.3085531560445006,"score_spread":0.2941067605075601,"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."}}