{"id":"W2937987524","doi":"10.14740/jocmr3746","title":"External Validation of the LabBM Score in Patients With Brain Metastases","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiosurgery; Cohort; Internal medicine; Retrospective cohort study; Lung cancer; Radiation therapy; Oncology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01016115,0.0001038188,0.0007916181,0.0002880262,0.00002662566,0.000005972944,0.0002255287,0.00006866621,0.0005019772],"category_scores_gemma":[0.005752538,0.00004392364,0.0001777946,0.0005731786,0.0003635269,0.00008755088,0.00006833931,0.001006562,0.00001115262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005835914,"about_ca_system_score_gemma":0.0004163038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005166702,"about_ca_topic_score_gemma":0.000006469887,"domain_scores_codex":[0.9949971,0.001135689,0.001334592,0.0001622732,0.002130892,0.0002394969],"domain_scores_gemma":[0.9947671,0.002986117,0.0005893058,0.0003826901,0.001063076,0.0002117036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002615927,0.0009835847,0.979588,0.00009456825,0.0001489602,0.00004932899,0.00006525365,0.00001275489,0.0001006217,0.0001195654,0.00158914,0.01463231],"study_design_scores_gemma":[0.01548997,0.01064483,0.9687433,0.00219939,0.0001142625,0.00003032258,0.0001517182,0.00001106769,0.0008590601,0.0002803865,0.001436292,0.00003945402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882952,0.0003222502,0.00002784563,0.01010709,0.0002548659,0.0005601067,0.000005043638,0.000001493249,0.0004261277],"genre_scores_gemma":[0.9984406,0.00007671708,0.000546389,0.0003037969,0.0003113602,0.000002105234,0.000003867899,0.00001306744,0.000302109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01459286,"threshold_uncertainty_score":0.688674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1710984926060498,"score_gpt":0.5011444744324803,"score_spread":0.3300459818264305,"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."}}