{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007235032,0.0002479607,0.000203111,0.0004112904,0.0002548278,0.0001092531,0.0001888594,0.0001595367,0.003240621],"category_scores_gemma":[0.0001341341,0.00008261194,0.000258556,0.0001583304,0.0001370263,0.0001123664,0.0001505377,0.0002642862,0.001161263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003309576,"about_ca_system_score_gemma":0.0003897473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652812,"about_ca_topic_score_gemma":0.01043395,"domain_scores_codex":[0.9999695,0.00000364531,0.000001750452,0.000003346465,0.00001046452,0.00001125299],"domain_scores_gemma":[0.9999785,0.000002656375,0.000005506026,0.00000227929,0.000001857479,0.000009089893],"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":[0.002796058,0.0004108248,0.008916737,0.0008497855,0.0002493725,0.01480868,0.0001943434,0.003296966,0.2105922,0.001216359,0.01839345,0.7382752],"study_design_scores_gemma":[0.002906741,0.01280627,0.3351985,0.0006682473,0.0009559721,0.2310933,0.0005702453,0.01113498,0.1814575,0.007374092,0.2156669,0.0001672703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996246,0.05244465,0.01257361,0.002252461,0.0005160438,0.0002068105,0.0005256681,0.000660394,0.03119573],"genre_scores_gemma":[0.9618776,0.02313975,0.003322193,0.0002887313,0.0002431526,0.0000600721,0.0002689981,0.00006458392,0.0107348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003240621,"threshold_uncertainty_score":0.01084095,"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."}}