{"id":"W4220864210","doi":"10.1186/s41205-022-00136-w","title":"Optical scan and 3D printing guided radiation therapy – an application and provincial experience in cutaneous nasal carcinoma","year":2022,"lang":"en","type":"article","venue":"3D Printing in Medicine","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Medicine; Imaging phantom; Basal cell carcinoma; Forehead; Nuclear medicine; Nose; Skin cancer; Basal cell; Radiology; Surgery; Cancer; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004219559,0.000126252,0.000201634,0.0001212224,0.0001277968,0.00001460984,0.0001184036,0.00002581913,0.00004517669],"category_scores_gemma":[0.00002645531,0.000123348,0.000009212988,0.0001848251,0.0001083041,0.000109913,0.00007976865,0.0002582868,6.527304e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008508907,"about_ca_system_score_gemma":0.00003324457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008585349,"about_ca_topic_score_gemma":0.00001359936,"domain_scores_codex":[0.9988852,0.00007865718,0.0003070617,0.0003509691,0.0001729293,0.0002052146],"domain_scores_gemma":[0.999566,0.00006722377,0.0001236713,0.0001735955,0.00001937774,0.00005019215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002576487,0.00004359965,0.5333064,0.000006508579,0.000002557083,0.000004018965,0.004063863,0.00007648093,0.01695147,0.001411932,0.000001793535,0.4441056],"study_design_scores_gemma":[0.005912515,0.001076893,0.8204294,0.0001313344,0.00001499252,0.000131641,0.005220481,0.1373496,0.01755752,0.002771551,0.008463047,0.0009410341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974277,0.0001375542,0.02423003,0.0001650099,0.00003736987,0.0005513792,9.754875e-7,0.0000475718,0.0005530814],"genre_scores_gemma":[0.9824776,0.00001818248,0.01691443,0.00008051661,0.0002277244,0.0002404209,0.00001082836,0.0000196717,0.00001061452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4431646,"threshold_uncertainty_score":0.5029985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566973260716305,"score_gpt":0.3134740065762993,"score_spread":0.2978042739691362,"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."}}