{"id":"W4232248036","doi":"10.1242/bio.20134093","title":"The Importance of Peer Review","year":2013,"lang":"en","type":"article","venue":"Biology Open","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Computational biology; Engineering ethics; Engineering","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":["metaresearch"],"category_scores_codex":[0.3059241,0.002864598,0.007432186,0.009572614,0.01287566,0.06520814,0.01304919,0.02690258,0.01645693],"category_scores_gemma":[0.7157763,0.002575547,0.002500496,0.008314784,0.03449456,0.03696392,0.02334757,0.04430043,0.03405116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01136907,"about_ca_system_score_gemma":0.08069715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002649021,"about_ca_topic_score_gemma":0.002603343,"domain_scores_codex":[0.4003132,0.2151893,0.04625434,0.03753727,0.2899253,0.01078044],"domain_scores_gemma":[0.1118709,0.2788453,0.05863069,0.09692354,0.3979143,0.05581514],"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":[0.00009451136,0.00008825287,0.0007967506,0.002872337,0.0003124354,0.0003887063,0.003965164,0.0003878406,0.000624316,0.05306244,0.7912009,0.1462063],"study_design_scores_gemma":[0.00005331243,0.00008031663,0.0008154598,0.003626178,0.00005071501,0.0005468575,0.001319928,0.0004729379,0.000350351,0.05404371,0.9384973,0.0001429505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001085404,0.06044333,0.03469948,0.6155133,0.2411829,0.001090345,0.000270071,0.002071123,0.04364406],"genre_scores_gemma":[0.09785777,0.09943859,0.0981741,0.25692,0.3597473,0.003876112,0.001323748,0.005550633,0.07711177],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6940758,"threshold_uncertainty_score":0.8559191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3173856159828284,"score_gpt":0.5525273108382353,"score_spread":0.2351416948554068,"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."}}