{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01016593,0.00008029028,0.0002761802,0.0001108326,0.0002340978,0.002037602,0.0007062171,0.0001024215,0.000788757],"category_scores_gemma":[0.02068693,0.00005268679,0.0001356166,0.0003024644,0.0004425273,0.04506056,0.00004926247,0.0004990793,0.00001607227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594703,"about_ca_system_score_gemma":0.002296947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002470238,"about_ca_topic_score_gemma":0.00004465445,"domain_scores_codex":[0.9966753,0.0004547318,0.0006704542,0.00009353433,0.001853649,0.0002522885],"domain_scores_gemma":[0.9927257,0.0003216339,0.0007478882,0.0001652061,0.005670595,0.0003690285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000011045,0.00005707897,0.01652667,0.00008634659,0.00004559786,0.00002236944,0.0009162109,4.769108e-7,0.0009928154,0.8896955,0.0531066,0.03853929],"study_design_scores_gemma":[0.000192873,0.00005222175,0.002468019,0.001416514,0.00004219248,0.00002493337,0.0004170853,1.482734e-7,0.00005871227,0.002449017,0.9927914,0.00008686504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1912775,0.03683248,0.001295605,0.3344043,0.001631335,0.0003082351,0.00004660002,0.00005754332,0.4341463],"genre_scores_gemma":[0.9809251,0.005980997,0.001710945,0.004804148,0.001302987,0.000001388813,8.949642e-7,0.00001105236,0.005262524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9396848,"threshold_uncertainty_score":0.9989984,"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."}}