{"id":"W1971722299","doi":"10.1016/j.brachy.2009.03.111","title":"Iris melanoma brachytherapy treatment using modified COMS plaque","year":2009,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Medicine; Brachytherapy; IRIS (biosensor); Melanoma; Medical physics; Nuclear medicine; Dermatology; Radiology; Cancer research; Radiation therapy; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001030658,0.0003749571,0.0006186754,0.0001495002,0.0002148657,0.00002638001,0.00008894318,0.0002705071,0.0003098612],"category_scores_gemma":[0.000006798326,0.0002904794,0.00026905,0.0002168481,0.00007976884,0.0001311085,0.000006238463,0.0001677671,0.00009631311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002927799,"about_ca_system_score_gemma":0.0001639186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008824737,"about_ca_topic_score_gemma":0.00001493287,"domain_scores_codex":[0.9984286,0.000105729,0.0003343109,0.0004557671,0.0002205063,0.0004550263],"domain_scores_gemma":[0.9990004,0.00005667711,0.0001300306,0.0005409533,0.00005870055,0.0002132957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008225154,0.01007576,0.1427583,0.00003206122,0.002987838,0.003794398,0.002617052,0.0003957961,0.06306127,0.004032962,0.001396854,0.7606226],"study_design_scores_gemma":[0.1065479,0.05250987,0.6165068,0.0003476155,0.001678454,0.005996946,0.0003716525,0.01078607,0.06557903,0.009726376,0.1274988,0.002450591],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880791,0.002685353,0.001277716,0.003075824,0.0002214966,0.0008764679,0.0000136665,0.0001945255,0.003575861],"genre_scores_gemma":[0.9888686,0.0008469403,0.004663106,0.003588838,0.0003306993,0.00003055132,0.00007848557,0.00004512016,0.001547647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.758172,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04252719993212072,"score_gpt":0.3359358443328019,"score_spread":0.2934086444006812,"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."}}