{"id":"W4413106010","doi":"10.1093/noajnl/vdaf123.068","title":"NCTQ-10 INPATIENT CARE COSTS AND ASSOCIATED REIMBURSEMENTS FOR PATIENTS WITH LEPTOMENINGEAL METASTATIC DISEASE: A REAL-WORLD CLAIMS-BASED ANALYSIS","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Emergency medicine; Descriptive statistics; Inpatient care; Health care; Retrospective cohort study; Payment; Internal medicine; Finance; Statistics","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":[0.0001269865,0.000291475,0.0007517113,0.0004881846,0.0002220551,0.00001960137,0.00007913146,0.00004228573,0.00006028875],"category_scores_gemma":[0.0002288762,0.0002209028,0.0001642833,0.0009306985,0.0001595741,0.00009358795,0.00004122762,0.0001404275,0.000001670413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004922007,"about_ca_system_score_gemma":0.0002893964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003149851,"about_ca_topic_score_gemma":0.0008069132,"domain_scores_codex":[0.9981142,0.0002134644,0.0003827385,0.0006027189,0.0003064586,0.0003804266],"domain_scores_gemma":[0.9980289,0.0008214947,0.0002773392,0.0003028607,0.0003484965,0.0002209104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004202247,0.001482322,0.9629411,0.0002243887,0.002209621,0.0001033798,0.00008278275,0.0003488844,0.00001453073,0.0001118315,0.0005857315,0.02769322],"study_design_scores_gemma":[0.02250651,0.007714023,0.8997222,0.0002096451,0.01645074,6.356939e-7,0.0002862922,0.0008610738,0.0001939199,0.0001173482,0.05160033,0.0003372726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927526,0.001447327,0.000479916,0.001119405,0.0002355977,0.002438922,0.0006019717,0.00008911901,0.0008352023],"genre_scores_gemma":[0.9931452,0.000111986,0.003064412,0.001193752,0.00001620893,0.0006379424,0.001504831,0.00002501094,0.0003006465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06321885,"threshold_uncertainty_score":0.9008154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006696903054754,"score_gpt":0.3276402016282278,"score_spread":0.3175732325976802,"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."}}