{"id":"W2318885919","doi":"10.3138/jsp.47.3.284","title":"Burn This Article: An Inflammatory View of Peer Review","year":2016,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"American Constitutional Law and Politics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Censorship; Hierarchy; Fell; Style (visual arts); History; Sociology; Classics; Media studies; Political science; Law; Geography; Archaeology; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03396302,0.001119038,0.001629113,0.004513699,0.008053351,0.03066157,0.003066713,0.01255407,0.06789578],"category_scores_gemma":[0.1842066,0.0008082068,0.0009659533,0.003288969,0.01716564,0.01565158,0.009684433,0.0132856,0.03487914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00474556,"about_ca_system_score_gemma":0.01697978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498349,"about_ca_topic_score_gemma":0.003124652,"domain_scores_codex":[0.9277028,0.02380084,0.003715312,0.007632744,0.03449577,0.00265249],"domain_scores_gemma":[0.8157086,0.04587618,0.01178057,0.03161651,0.0797589,0.01525927],"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":[0.00004885868,0.00005139935,0.000304448,0.0004994998,0.00004680571,0.0002352055,0.002254562,0.0001734799,0.0007875749,0.2694348,0.6558036,0.07035992],"study_design_scores_gemma":[0.0000114887,0.00002518931,0.0002362606,0.0002895546,0.00001331876,0.0001418337,0.0005422407,0.0002184389,0.0001418538,0.03487568,0.9634776,0.00002657146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002053768,0.02070428,0.04236397,0.3493081,0.2656615,0.0006573853,0.000265249,0.001079289,0.3179065],"genre_scores_gemma":[0.07726542,0.02076097,0.01831428,0.1185027,0.2514585,0.0008766727,0.00029124,0.001530827,0.5109994],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.966037,"threshold_uncertainty_score":0.227134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04486223243767581,"score_gpt":0.3276041866351506,"score_spread":0.2827419541974748,"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."}}