{"id":"W2323455916","doi":"10.3109/02688697.2015.1096913","title":"Book Review","year":2015,"lang":"en","type":"article","venue":"British Journal of Neurosurgery","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00218432,0.0001364803,0.0005860736,0.0001999224,0.00004547352,0.0001201069,0.000292354,0.00004093128,0.0005647743],"category_scores_gemma":[0.003469838,0.0001609636,0.0003487368,0.000511636,0.00005934761,0.0007881556,0.00005280942,0.0004664311,0.0008216278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009467631,"about_ca_system_score_gemma":0.0003110339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000895763,"about_ca_topic_score_gemma":0.000001034777,"domain_scores_codex":[0.9972386,0.0003991677,0.001021414,0.0001507648,0.0008725098,0.0003175191],"domain_scores_gemma":[0.9975421,0.0001512825,0.0008496268,0.0001898664,0.0007268594,0.000540269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002707719,0.00008923883,0.0004596949,0.00009182689,0.00001532631,0.01144775,0.000004395216,0.000005555223,0.0003263832,7.567523e-7,0.9781379,0.009394162],"study_design_scores_gemma":[0.0003804365,0.00006752086,0.002988583,0.004077427,0.00005204063,0.09303937,0.000002619347,0.000002020841,0.00009670101,0.00002796168,0.8991231,0.0001422306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01537518,0.97945,0.00001435999,0.001843823,0.001560516,0.0001139654,0.00002529262,0.00005246271,0.001564322],"genre_scores_gemma":[0.03150073,0.7410192,0.0003283547,0.2115419,0.002814157,0.00001046403,0.00001123134,0.0004855368,0.01228837],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2384308,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04320874279897299,"score_gpt":0.2765576806532251,"score_spread":0.2333489378542521,"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."}}