{"id":"W2404640211","doi":"","title":"Integrity of the peer review process.","year":2000,"lang":"en","type":"editorial","venue":"PubMed","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Process (computing); Peer review; Law","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":["metaresearch","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02713503,0.0002727571,0.0009169207,0.0001452641,0.0001210859,0.0006712134,0.01082905,0.001039397,0.0004794823],"category_scores_gemma":[0.2799312,0.0001333443,0.0003703284,0.001683351,0.00023529,0.0009020806,0.0005596144,0.003596371,0.00008050021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007827927,"about_ca_system_score_gemma":0.0007727458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001126027,"about_ca_topic_score_gemma":0.00002000489,"domain_scores_codex":[0.9842834,0.000565774,0.001413645,0.0007648899,0.01251586,0.0004564716],"domain_scores_gemma":[0.9865701,0.004414441,0.001838691,0.002013342,0.004938699,0.0002247728],"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":[0.000007755906,0.00001364891,0.0001542274,0.0001357526,0.00001114292,4.055104e-7,0.00003411425,4.171336e-7,3.840358e-9,0.000007963862,0.8527948,0.1468397],"study_design_scores_gemma":[0.00009846424,0.000002266491,0.001994314,0.000461737,0.00005287578,9.361211e-7,0.0000209431,0.000001063357,0.000005828299,0.006009714,0.9911894,0.0001624182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006052408,0.0100813,0.000003792678,0.01547141,0.8772088,0.001232892,0.0003538697,0.00003320409,0.09555417],"genre_scores_gemma":[0.001949643,0.004108365,0.00001039913,0.001227315,0.791347,0.001293061,0.00007519092,0.00003768812,0.1999513],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2527961,"threshold_uncertainty_score":0.9987023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103585513773829,"score_gpt":0.4073284117275087,"score_spread":0.2969698603501258,"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."}}