{"id":"W226105024","doi":"10.1136/bmj.325.7362.491/a","title":"Peer review of statistics in medical research","year":2002,"lang":"en","type":"letter","venue":"BMJ","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Sample size determination; Equivalence (formal languages); Confidence interval; Sample (material); Psychology; Statistics; Protocol (science); Medical education; Medicine; Mathematics; Alternative 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":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.5737001,0.0002648811,0.006434609,0.0008481779,0.00003504071,0.0002047295,0.003946871,0.0005509938,0.2552246],"category_scores_gemma":[0.6167412,0.0001214723,0.001189578,0.002359751,0.0001727684,0.00004668561,0.0002901694,0.002163917,0.01611397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004622498,"about_ca_system_score_gemma":0.0003096432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003751997,"about_ca_topic_score_gemma":0.00003189053,"domain_scores_codex":[0.6889268,0.1011426,0.04153296,0.002269601,0.1651704,0.0009575206],"domain_scores_gemma":[0.9360983,0.03397912,0.007258027,0.008142252,0.01433641,0.000185921],"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":[2.863054e-7,0.00001328654,0.0002363628,0.003954987,0.00004501362,0.0003511239,0.00003618158,9.355043e-8,2.185897e-8,0.000158622,0.9776134,0.01759066],"study_design_scores_gemma":[0.00004702404,0.00001433248,0.0001758321,0.005546872,0.00006517292,0.00002220018,0.00001411937,0.0003290256,6.868525e-8,0.002043453,0.9916306,0.0001112785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.000001954001,0.02507991,0.0009150494,0.8996697,0.0002847611,0.00120017,0.0001415338,0.000001078181,0.07270584],"genre_scores_gemma":[0.000009589459,0.008645847,0.005507023,0.4295959,0.001694657,0.0001379101,0.0001513873,0.00002510392,0.5542326],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4815268,"threshold_uncertainty_score":0.9846521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9004513100208548,"score_gpt":0.6605879553138788,"score_spread":0.239863354706976,"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."}}