{"id":"W2947504704","doi":"10.1038/s41571-019-0235-z","title":"Assembling the brain trust: the multidisciplinary imperative in neuro-oncology","year":2019,"lang":"en","type":"review","venue":"Nature Reviews Clinical Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; University of Toronto","funders":"Cancer Research UK","keywords":"Multidisciplinary approach; Medicine; Psychology; Internal medicine; Oncology; Political science","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.009638447,0.0009535261,0.01000869,0.0002461393,0.0001968318,0.00003360337,0.0009805241,0.004423295,0.0001500058],"category_scores_gemma":[0.01345968,0.0003760255,0.003456484,0.001099379,0.0004708663,0.00005951342,0.000601532,0.01067418,0.000679658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009449662,"about_ca_system_score_gemma":0.002663212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000976439,"about_ca_topic_score_gemma":0.0001729778,"domain_scores_codex":[0.9838236,0.009443857,0.004228442,0.001377037,0.0003796142,0.0007474308],"domain_scores_gemma":[0.9518656,0.04339232,0.002401356,0.001888079,0.0001687299,0.0002838957],"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":[0.00006693691,0.00142984,0.0006186808,0.00307615,0.0004153846,0.0006045665,0.00008119563,3.990802e-7,6.363679e-7,0.0003472476,0.02530129,0.9680577],"study_design_scores_gemma":[0.0024974,0.002404612,0.0008950689,0.007857996,0.004072062,0.0005373135,0.00004157767,0.00002349948,1.540356e-7,0.00004071111,0.9813141,0.0003155032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001057893,0.9531713,0.000001435431,0.03120867,0.003032484,0.01005545,0.0000246749,0.00003129588,0.00236892],"genre_scores_gemma":[0.00007069299,0.9838581,0.0002477987,0.01169042,0.001782071,0.0018414,0.0001547643,0.00009755968,0.0002572125],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9677421,"threshold_uncertainty_score":0.9998692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2135764991443437,"score_gpt":0.554877179958118,"score_spread":0.3413006808137744,"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."}}