{"id":"W4391926166","doi":"10.1007/s11060-024-04576-8","title":"Leptomeningeal carcinomatosis and brain metastases in gastroesophageal carcinoma: a real-world analysis of clinical and pathologic characteristics and outcomes","year":2024,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; University Health Network; Sinai Health System; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Brain metastasis; Proportional hazards model; Internal medicine; Cohort; Retrospective cohort study; Oncology; Cancer; Radiation therapy; Carcinoma; Metastasis; Multivariate analysis; Gastroenterology","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":[],"consensus_categories":[],"category_scores_codex":[0.00166665,0.0002043939,0.001880675,0.001053496,0.00002994003,0.0000255035,0.00005441497,0.0001001849,0.00002510894],"category_scores_gemma":[0.0005164333,0.0001401119,0.0002804204,0.0004857103,0.0003031218,0.00008295422,0.0000926929,0.0004690596,3.11267e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005633245,"about_ca_system_score_gemma":0.0001947269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006503004,"about_ca_topic_score_gemma":0.0001025928,"domain_scores_codex":[0.9973554,0.0006102584,0.00129539,0.0003081605,0.000202371,0.0002284232],"domain_scores_gemma":[0.996701,0.002349588,0.0004627071,0.0001458741,0.00008086468,0.0002599765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000433087,0.0003172643,0.9616089,0.0001168833,0.001089908,0.01425646,0.000378356,0.000001818911,0.0007242273,0.0001146456,0.0001445175,0.02081398],"study_design_scores_gemma":[0.002624365,0.003697808,0.9853717,0.000041248,0.004512128,0.002078149,0.0001908779,0.0005990275,0.00004232433,0.0000349814,0.0007358632,0.00007152143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936942,0.001873886,0.00002692456,0.003898262,0.0001950898,0.0001609581,0.00009212843,0.000008186797,0.00005029834],"genre_scores_gemma":[0.9956118,0.001090236,0.002597565,0.0005656863,0.0000819144,0.000004401921,0.00001072562,0.00001570999,0.00002190622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02376285,"threshold_uncertainty_score":0.5713596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937844529420714,"score_gpt":0.3926114080300849,"score_spread":0.3432329627358777,"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."}}