{"id":"W3214760308","doi":"10.3390/cancers13235973","title":"Clinical Biomarkers for Early Identification of Patients with Intracranial Metastatic Disease","year":2021,"lang":"en","type":"review","venue":"Cancers","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; St. Michael's Hospital; University of New Brunswick","funders":"University of Toronto","keywords":"Medicine; Disease; Oncology; Cancer; Intensive care medicine; Internal medicine; Identification (biology); Biomarker; Quality of life (healthcare); Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008534795,0.0007794289,0.001422059,0.001892416,0.0001757167,0.0009246318,0.000648499,0.001058195,0.003054808],"category_scores_gemma":[0.001928034,0.0002028939,0.0007745429,0.001185033,0.0003142048,0.0008969291,0.0005652446,0.001858824,0.001500392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005188591,"about_ca_system_score_gemma":0.0008757898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008292837,"about_ca_topic_score_gemma":0.00162224,"domain_scores_codex":[0.999707,0.00008218864,0.00004671361,0.00004059772,0.00009868827,0.00002474269],"domain_scores_gemma":[0.9993479,0.0003638086,0.00009017391,0.00001395474,0.0001571328,0.00002709413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009795184,0.00005811258,0.0006071351,0.01488336,0.000173916,0.0001334088,0.00003822261,0.0002302348,0.00126197,0.002643946,0.03112773,0.9487439],"study_design_scores_gemma":[0.00004789264,0.0001935866,0.003132695,0.01616096,0.0004537281,0.001701888,0.00006880282,0.000230286,0.0009934244,0.003725882,0.9732522,0.0000386772],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001118873,0.9983224,0.0001850745,0.0004812326,0.0001960174,0.000008057055,0.00003645953,0.00000731275,0.0006514766],"genre_scores_gemma":[0.001156043,0.9974988,0.0003458741,0.0003542242,0.0001696414,0.00001666833,0.0000778289,0.000001591891,0.0003793923],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003054808,"threshold_uncertainty_score":0.01021934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640175246832918,"score_gpt":0.3992861446370474,"score_spread":0.3352686199537556,"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."}}