{"id":"W2336289203","doi":"10.7759/cureus.582","title":"Technique for Robotic Stereotactic Irradiation of Choroidal Melanoma","year":2016,"lang":"en","type":"article","venue":"Cureus","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University Health Centre; Université de Montréal","funders":"","keywords":"Medicine; Radiation oncologist; Choroidal melanoma; Brachytherapy; Radiation therapy; Melanoma; Proton therapy; Nuclear medicine; Irradiation; Medical physics; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006341421,0.00005602516,0.0001424354,0.00002819572,0.00001831932,9.72162e-7,0.00002942716,0.00008278467,0.00007262212],"category_scores_gemma":[0.00008590531,0.00003472629,0.00005352266,0.00002955822,0.00002743409,0.00004616978,0.000006887969,0.00002314094,0.00001919493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007655645,"about_ca_system_score_gemma":0.00004488508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005950086,"about_ca_topic_score_gemma":0.000005946236,"domain_scores_codex":[0.9996417,0.00001451192,0.0001064595,0.00009609666,0.00004919196,0.00009208632],"domain_scores_gemma":[0.9996411,0.00006862135,0.00005731458,0.0001509066,0.00004463125,0.00003743847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001102207,0.001595033,0.5302247,0.000301039,0.00113274,0.00008637349,0.0002363416,0.000002165363,0.4247998,0.005885516,0.001825406,0.03280867],"study_design_scores_gemma":[0.01110923,0.005737117,0.6733199,0.0002951794,0.0009813148,0.0002475521,0.00002922445,0.000047309,0.2968448,0.00497923,0.00616774,0.0002414532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282368,0.001388396,0.05625084,0.003646322,0.0006351348,0.003270115,0.00002594543,0.0001066131,0.006439762],"genre_scores_gemma":[0.9963098,0.00002213149,0.002610137,0.00004374071,0.00005633069,0.00009596694,0.000007872006,0.000009104167,0.0008449184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1430952,"threshold_uncertainty_score":0.1416097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220946637575017,"score_gpt":0.3042309285739447,"score_spread":0.2820214621981946,"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."}}