{"id":"W2087035400","doi":"10.1136/bmj.324.7348.1283/a","title":"Peer review","year":2002,"lang":"en","type":"article","venue":"BMJ","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"World Wide Web; Computer science; Internet privacy; Data science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09522837,0.003582244,0.00551577,0.01005526,0.00699591,0.02800871,0.008526794,0.01269273,0.1533123],"category_scores_gemma":[0.2815995,0.002321215,0.004610688,0.005119339,0.008595123,0.01573478,0.01372808,0.01729501,0.2631336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004769116,"about_ca_system_score_gemma":0.03610291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319008,"about_ca_topic_score_gemma":0.002126071,"domain_scores_codex":[0.7901229,0.05546317,0.02553288,0.01898225,0.1031728,0.006725987],"domain_scores_gemma":[0.5744011,0.04331822,0.02210254,0.05568839,0.2843577,0.02013193],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004277227,0.00002680986,0.0001030397,0.001541241,0.00005464098,0.0001231553,0.0003193524,0.0000378124,0.000290036,0.002896327,0.92509,0.06947485],"study_design_scores_gemma":[0.00003285672,0.00003330606,0.0001630123,0.00138433,0.00001560805,0.0002450322,0.0002094305,0.00008323043,0.0001689514,0.003448138,0.9941791,0.00003713693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0009911025,0.03803432,0.03066312,0.2059414,0.6245565,0.006478227,0.002653755,0.008795885,0.08188569],"genre_scores_gemma":[0.02031759,0.090996,0.06272485,0.09704143,0.281757,0.009063741,0.01218502,0.01115461,0.4147597],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9047716,"threshold_uncertainty_score":0.5128807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5194631126251116,"score_gpt":0.6300223028820345,"score_spread":0.110559190256923,"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."}}