{"id":"W2526941914","doi":"10.1016/j.ijrobp.2016.06.2413","title":"Using Optical Scanner and 3-Dimensional Printer Technology to Create Lead Shielding for Radiation Therapy of Facial Skin Cancer With Low-Energy Photons: An Exciting Innovation","year":2016,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Face shield; Medicine; Scanner; Electromagnetic shielding; Shield; Lead (geology); Software; 3d printer; Medical physics; Artificial intelligence; Computer science; Mechanical engineering; Electrical engineering; Engineering","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":[0.001725209,0.0004359687,0.0002650495,0.0007601464,0.0002691369,0.001450374,0.001172774,0.0008706271,0.002739254],"category_scores_gemma":[0.001900632,0.0004655803,0.0007190535,0.000493146,0.0007076716,0.001444398,0.0006571193,0.001044104,0.0006017393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002722101,"about_ca_system_score_gemma":0.001016671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004251944,"about_ca_topic_score_gemma":0.001042984,"domain_scores_codex":[0.9992073,0.0001951316,0.0000455183,0.00006647032,0.0004452196,0.00004034271],"domain_scores_gemma":[0.9985678,0.000641309,0.0001252058,0.0003244291,0.0002887148,0.00005253116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003903222,0.0004798779,0.01212787,0.0008559342,0.0001571175,0.0008645017,0.000643027,0.003510904,0.4642203,0.0113701,0.004913528,0.5004665],"study_design_scores_gemma":[0.0001763248,0.002191003,0.01695661,0.0002185755,0.0003128781,0.01536488,0.0007485877,0.01959827,0.7990539,0.01085757,0.1341943,0.0003270053],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2354695,0.01798485,0.7008264,0.007075459,0.00224203,0.0004368284,0.0003213628,0.002309573,0.03333398],"genre_scores_gemma":[0.2962433,0.007188898,0.6856751,0.00104996,0.0004346799,0.0001258624,0.0001327352,0.0005049731,0.008644392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002739254,"threshold_uncertainty_score":0.009163678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409652175154671,"score_gpt":0.37176642481475,"score_spread":0.3376699030632033,"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."}}