{"id":"W2064178097","doi":"10.1080/02688690500202117","title":"A comparative study of referral patterns and management of patients with malignant brain tumours in Birmingham, UK, and Toronto, Canada","year":2005,"lang":"en","type":"article","venue":"British Journal of Neurosurgery","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Referral; Presentation (obstetrics); Demographics; Pediatrics; Retrospective cohort study; Family medicine; Emergency medicine; Surgery; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001964381,0.0001030531,0.0005191659,0.00006923687,0.00002052092,0.0000105067,0.00003305668,0.00001280394,0.00001644636],"category_scores_gemma":[0.00001086047,0.00008863671,0.0000297466,0.00007361524,0.00003156217,0.00008119764,0.00002837909,0.00008768059,1.319365e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006726362,"about_ca_system_score_gemma":0.00006498883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07497938,"about_ca_topic_score_gemma":0.3347443,"domain_scores_codex":[0.9987853,0.00009120113,0.0005086581,0.0001301602,0.0003501524,0.0001345903],"domain_scores_gemma":[0.9993246,0.00007889315,0.0003227481,0.00007512324,0.00009236969,0.0001062339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004802103,0.001332024,0.9810844,0.0001083756,0.0001685417,0.003040466,0.0003145428,0.00001654537,0.00001496774,0.000001509972,0.0007834909,0.0126549],"study_design_scores_gemma":[0.004510852,0.001373117,0.9906842,0.0008325452,0.0001195143,0.0006301755,0.001607368,0.000007024335,0.00005100843,6.443533e-7,0.0001176157,0.00006594564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985584,0.0008780287,0.000002047037,0.0001299946,0.00004888052,0.0003082119,0.00004692167,0.000001091269,0.00002643594],"genre_scores_gemma":[0.999376,0.0003339465,0.0001135167,0.0001209578,0.0000154381,0.000003165193,0.000003419448,0.00000913976,0.00002442631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597649,"threshold_uncertainty_score":0.9311804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997578285861543,"score_gpt":0.2571585200847025,"score_spread":0.237182737226087,"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."}}