{"id":"W4405528200","doi":"10.1007/s10585-024-10318-x","title":"Current preclinical models of brain metastasis","year":2024,"lang":"en","type":"review","venue":"Clinical & Experimental Metastasis","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Stand Up To Cancer","keywords":"Brain metastasis; Medicine; In vivo; Surgical oncology; Blood–brain barrier; Ex vivo; Malignancy; Metastasis; Neurosurgery; Brain tumor; Neuroscience; Bioinformatics; Oncology; Internal medicine; Pathology; Cancer; Central nervous system; Biology; Surgery","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","metaepi_broad","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003273962,0.00166183,0.01016742,0.0006011743,0.00009943789,0.00008603556,0.0006899642,0.0007884959,0.000992698],"category_scores_gemma":[0.0008109106,0.001116935,0.009986653,0.001061949,0.0008384376,0.0001880345,0.0008917472,0.002108027,0.0008674141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003434634,"about_ca_system_score_gemma":0.001078315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002372862,"about_ca_topic_score_gemma":0.000001717708,"domain_scores_codex":[0.9875759,0.00182981,0.006078794,0.002353554,0.001247578,0.0009143315],"domain_scores_gemma":[0.9925668,0.002555686,0.001412377,0.002179426,0.0001718468,0.001113818],"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":[0.0001754147,0.005706786,0.000005170388,0.01586958,0.007928498,0.0002545648,0.00005128288,6.84837e-7,0.000001080419,0.001924236,0.01627198,0.9518107],"study_design_scores_gemma":[0.001922469,0.002526149,0.000002122498,0.01745302,0.0367558,0.0002400228,0.00008826423,0.00004071362,0.00008783719,0.0004155235,0.9396718,0.0007962818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009662112,0.9908906,0.000187304,0.0002585752,0.002693263,0.003252961,0.001819659,0.0002023383,0.0005986603],"genre_scores_gemma":[0.0004731431,0.988449,0.007518773,0.0002494277,0.0008597788,0.0007439216,0.0009620534,0.000338335,0.000405548],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9510145,"threshold_uncertainty_score":0.9999281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.400734243945313,"score_gpt":0.5689205651195466,"score_spread":0.1681863211742335,"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."}}