{"id":"W1975272578","doi":"10.1371/journal.pone.0120838","title":"Menage a Quoi? Optimal Number of Peer Reviewers","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institutes of Health Research","funders":"","keywords":"Consistency (knowledge bases); Peer review; Computer science; Limiting; Actuarial science; Operations research; Business; Political science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.1712802,0.0008935397,0.00307206,0.003075487,0.005236072,0.01128895,0.00352828,0.004449286,0.009406465],"category_scores_gemma":[0.4417674,0.001062665,0.001041569,0.003081453,0.005538948,0.01560003,0.004855776,0.003491574,0.005657271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002760858,"about_ca_system_score_gemma":0.01322598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0025375,"about_ca_topic_score_gemma":0.005499436,"domain_scores_codex":[0.7507274,0.1803957,0.01542228,0.01908644,0.02950751,0.004860829],"domain_scores_gemma":[0.5715234,0.2619511,0.04662019,0.04867977,0.05375737,0.01746809],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003072991,0.0005138314,0.04083956,0.003710439,0.0006867734,0.000760385,0.006199046,0.008551693,0.005410912,0.1594177,0.1164507,0.6543859],"study_design_scores_gemma":[0.001283478,0.001369626,0.03638734,0.006123148,0.0005010329,0.002687143,0.007556678,0.02612034,0.004945095,0.5332227,0.379247,0.0005564436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1027179,0.03333155,0.3810147,0.349414,0.01263843,0.002863739,0.0008261186,0.002387991,0.1148055],"genre_scores_gemma":[0.6711991,0.005548196,0.2906991,0.01400749,0.004628074,0.001812694,0.0002078354,0.000522899,0.0113747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9969245,"threshold_uncertainty_score":0.905827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8317168938297779,"score_gpt":0.5837133120449581,"score_spread":0.2480035817848197,"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."}}