{"id":"W4220683057","doi":"10.3390/biomedicines10030667","title":"Preclinical Models of Brain Metastases in Breast Cancer","year":2022,"lang":"en","type":"review","venue":"Biomedicines","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Robarts Clinical Trials; Western University","funders":"National Cancer Institute; Natural Sciences and Engineering Research Council of Canada; National Institute of Neurological Disorders and Stroke; Academic Medical Organization of Southwestern Ontario","keywords":"Breast cancer; Medicine; Cancer; Disease; Translational research; Brain cancer; Neuroscience; Brain metastasis; Bioinformatics; Pathology; Metastasis; Biology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008354749,0.0004609308,0.003259147,0.0006711199,0.00003105028,0.000004590097,0.0002007107,0.0001816045,0.002513677],"category_scores_gemma":[0.000116518,0.0002914644,0.0006939284,0.0009611586,0.0002138834,0.00004416573,0.0001394921,0.0003832985,0.000007000442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087873,"about_ca_system_score_gemma":0.0007902306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007326884,"about_ca_topic_score_gemma":0.00002859028,"domain_scores_codex":[0.9969695,0.0003490305,0.001250527,0.0005588535,0.000545373,0.0003267392],"domain_scores_gemma":[0.9978352,0.0008759391,0.0004727239,0.0005810148,0.00004677691,0.0001883734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007359538,0.0006890793,0.00008809246,0.01625269,0.000826046,0.0002557122,0.00003836278,0.000001725934,4.311325e-7,0.0001118562,0.008138546,0.9735239],"study_design_scores_gemma":[0.001572897,0.0003421174,0.00009520807,0.01289517,0.003588306,0.0004450285,0.00005266504,0.00001972144,3.344888e-7,0.00006037982,0.9807203,0.0002078753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002214484,0.994252,0.00001063638,0.001746995,0.0004070045,0.001228256,0.002054855,0.00003060212,0.000247553],"genre_scores_gemma":[0.00004345197,0.9970201,0.0003155471,0.0003324725,0.0003479744,0.0005388682,0.0009264789,0.00006757462,0.000407525],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.973316,"threshold_uncertainty_score":0.9999537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1850651979445682,"score_gpt":0.446254299649069,"score_spread":0.2611891017045008,"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."}}