{"id":"W2768389540","doi":"10.1016/j.brachy.2017.10.010","title":"Experimental assessment of the Advanced Collapsed-cone Engine for scalp brachytherapy treatments","year":2017,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Sun Nuclear Corporation","keywords":"Imaging phantom; Medicine; Nuclear medicine; Radiation treatment planning; Skull; Brachytherapy; Biomedical engineering; Attenuation; Materials science; Radiology; Optics; Radiation therapy; Surgery","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":[0.0001662021,0.0003009601,0.000626165,0.00005214598,0.0005848736,0.00003849853,0.000340443,0.00009002629,0.0001162993],"category_scores_gemma":[0.00004004929,0.0002055464,0.0003165067,0.00007822414,0.0002834124,0.0001624676,0.00007210826,0.0001202404,0.000003102345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002420729,"about_ca_system_score_gemma":0.0001672142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000341976,"about_ca_topic_score_gemma":0.00001660154,"domain_scores_codex":[0.9984607,0.00003809547,0.0003773534,0.000401841,0.0003705946,0.0003513971],"domain_scores_gemma":[0.9979794,0.0001072681,0.0004502398,0.0012426,0.0001308281,0.0000896509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003491243,0.002839667,0.4838539,0.0001899857,0.00246199,0.00002801209,0.001545656,0.00005347063,0.3029053,0.001543686,0.002762047,0.198325],"study_design_scores_gemma":[0.0144818,0.001755373,0.75495,0.0001441293,0.00009321149,0.00003089997,0.0001670952,0.0001962934,0.214961,0.0001469956,0.01284645,0.0002267294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871238,0.003368891,0.0005288759,0.002677626,0.0009281239,0.002419102,0.00007377289,0.00004115556,0.002838694],"genre_scores_gemma":[0.9876366,0.000375715,0.007841238,0.0005548164,0.0003073415,0.0006713365,0.00001250375,0.00006731589,0.002533164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2710961,"threshold_uncertainty_score":0.838194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555600805928023,"score_gpt":0.3801157894810956,"score_spread":0.3545597814218154,"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."}}