{"id":"W3211131190","doi":"10.1016/j.wneu.2021.10.143","title":"Reporting Policies in Neurosurgical Journals: A Meta-Science Study of the Current State and Case for Standardization","year":2021,"lang":"en","type":"review","venue":"World Neurosurgery","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Consolidated Standards of Reporting Trials; Impact factor; Standardization; Systematic review; MEDLINE; Citation; Clinical trial; Bibliometrics; Family medicine; Library science; Internal medicine; 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":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","scholarly_communication"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_broad","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2145438,0.0005761281,0.01474783,0.002093145,0.0003817211,0.002016098,0.001276255,0.00003664105,0.0001883791],"category_scores_gemma":[0.1837859,0.0002325359,0.00518058,0.01043214,0.0002069089,0.0002669747,0.0006527317,0.0005665065,0.000003545517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005441211,"about_ca_system_score_gemma":0.0007169316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009619684,"about_ca_topic_score_gemma":0.0001883809,"domain_scores_codex":[0.93462,0.01892689,0.03809708,0.001812061,0.006078971,0.0004650591],"domain_scores_gemma":[0.9245189,0.01697858,0.0527217,0.003879198,0.001698602,0.0002029797],"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":[0.000002823002,0.0002321236,0.003372805,0.002133952,0.0003482364,0.0005218291,0.0003371035,0.0001400829,9.938697e-7,0.00004267728,0.002651854,0.9902155],"study_design_scores_gemma":[0.00009692965,0.00002510297,0.0007736945,0.001662378,0.004299787,0.001145773,0.00009639045,0.0001676552,0.000001206051,0.0001215262,0.9913664,0.0002431371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01001608,0.9855358,0.0002595607,0.00009241604,0.001159237,0.002783087,0.00008212067,0.000002718782,0.00006899545],"genre_scores_gemma":[0.02252668,0.9750032,0.00007274425,0.00007952001,0.00009960595,0.0004472375,0.000002288449,0.00005078363,0.001717975],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9899724,"threshold_uncertainty_score":0.9998793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8870178218354456,"score_gpt":0.619216022134166,"score_spread":0.2678017997012796,"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."}}