{"id":"W2897978079","doi":"10.1016/j.ijrobp.2019.10.002","title":"Nodular Leptomeningeal Disease—A Distinct Pattern of Recurrence After Postresection Stereotactic Radiosurgery for Brain Metastases: A Multi-institutional Study of Interobserver Reliability","year":2019,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Radiosurgery; Medicine; Inter-rater reliability; Radiology; Disease; Pathology; Psychology; Radiation therapy; Rating scale","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":[0.001078905,0.0002384835,0.000757136,0.0002134807,0.00003897359,0.00001325661,0.0002291234,0.0001032042,0.0001057309],"category_scores_gemma":[0.0007301393,0.000186159,0.000467277,0.0001530076,0.0001652989,0.0002977221,0.0000699856,0.0002768118,0.000005199039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005566937,"about_ca_system_score_gemma":0.0004906451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006260916,"about_ca_topic_score_gemma":0.00001535034,"domain_scores_codex":[0.997485,0.0004480807,0.001146552,0.0003297602,0.0003977619,0.0001928393],"domain_scores_gemma":[0.9961086,0.0009157289,0.001428017,0.0002661588,0.001138418,0.0001430921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003839399,0.004704644,0.9544094,0.0001072741,0.001421544,0.00004398691,0.0004792495,0.0006339273,0.000571018,0.0001545524,0.0001309292,0.03350405],"study_design_scores_gemma":[0.02152318,0.008230629,0.9598698,0.0003408473,0.0008986748,0.0001199312,0.0003331022,0.004695666,0.0008759605,0.0006628128,0.002200234,0.000249172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763666,0.0002797233,0.01917626,0.0007498712,0.001916091,0.0008993158,0.0005925773,0.00001144783,0.000008058226],"genre_scores_gemma":[0.9969926,0.00003435674,0.001978778,0.0002167274,0.0004144289,0.00005458502,0.00026823,0.0000206663,0.00001960054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03325488,"threshold_uncertainty_score":0.7591342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920338988988748,"score_gpt":0.3448355826402243,"score_spread":0.3156321927503368,"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."}}