{"id":"W4396829868","doi":"10.3171/2024.2.jns2483","title":"Stereotactic radiosurgery for brain metastasis from cholangiocarcinoma","year":2024,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Alberta","funders":"","keywords":"Radiosurgery; Medicine; Brain metastasis; Metastasis; Radiology; Cancer; Internal medicine; Radiation therapy","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":[0.000293831,0.0001721198,0.0003979594,0.0005495583,0.0003020888,0.0001756797,0.0001466459,0.0001787227,0.0008110551],"category_scores_gemma":[0.0005635375,0.00008855024,0.000389604,0.0005665174,0.0002264505,0.0001491837,0.0001795843,0.0001819886,0.0002981562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003606354,"about_ca_system_score_gemma":0.0004934039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001413719,"about_ca_topic_score_gemma":0.004235907,"domain_scores_codex":[0.9998272,0.00004587646,0.00002421465,0.0000212145,0.00005160543,0.00002996024],"domain_scores_gemma":[0.9996368,0.00006043567,0.0002041294,0.00002118196,0.00003699728,0.00004056228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00293299,0.0002586455,0.8509961,0.000595891,0.0003247171,0.01650632,0.0002257569,0.0009356841,0.03852058,0.000127596,0.00146649,0.08710928],"study_design_scores_gemma":[0.0002880518,0.00699141,0.8964039,0.0001141957,0.0002821942,0.07642518,0.0002188281,0.001120158,0.01301249,0.000169564,0.004948889,0.00002507407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951481,0.002717854,0.0007566778,0.00005837622,0.00001074907,0.00005626598,0.0001226686,0.00003352466,0.001095797],"genre_scores_gemma":[0.9978714,0.001141768,0.0004610465,0.00004553303,0.00003282202,0.00003204951,0.0001762019,0.00000699931,0.0002321612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001413719,"threshold_uncertainty_score":0.002810955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153808374881787,"score_gpt":0.3095443171919668,"score_spread":0.2680062334431489,"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."}}