{"id":"W2015558885","doi":"10.1227/00006123-200608000-00145","title":"Gamma Knife Radiosurgery for Malignant Melanoma Brain Metastases","year":2006,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Melanoma; Gamma knife; Radiology; Radiation therapy; Cancer research","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":[0.0007730519,0.00034375,0.0007224204,0.0002495236,0.0001634627,0.00005447878,0.00007201535,0.00009038562,0.0002873314],"category_scores_gemma":[0.0004330844,0.0002768606,0.0006562526,0.0002706776,0.00009399816,0.0000979849,0.00003080194,0.0001439542,0.00005729466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005121353,"about_ca_system_score_gemma":0.0001341372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001240459,"about_ca_topic_score_gemma":0.000007960422,"domain_scores_codex":[0.9976558,0.0001826199,0.0006094488,0.0005702391,0.0003593439,0.0006225148],"domain_scores_gemma":[0.9972857,0.001690839,0.0001778461,0.0005358518,0.00009221046,0.0002175246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001117893,0.001881699,0.05251746,0.0003905241,0.0003849273,0.003824375,0.00002197948,0.00009202424,0.01563633,0.005540204,0.8918056,0.02678692],"study_design_scores_gemma":[0.004785817,0.0008954895,0.09232328,0.0001547879,0.0007551293,0.001817984,0.00003081067,0.0003327634,0.03223491,0.001833396,0.8641517,0.0006839178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982951,0.002043494,0.001263847,0.008844765,0.001249497,0.001263841,0.0006167784,0.000293904,0.001472838],"genre_scores_gemma":[0.9846994,0.00005394806,0.00249076,0.004531179,0.0008523618,0.0002686951,0.0007058703,0.0001136643,0.00628418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03980582,"threshold_uncertainty_score":0.9999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237782689798154,"score_gpt":0.2634519589047997,"score_spread":0.2410741320068181,"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."}}