{"id":"W2469496264","doi":"10.1177/0162243916656919","title":"Peer Review and Scholarly Originality","year":2016,"lang":"en","type":"article","venue":"Science Technology & Human Values","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Lakehead University; University of Toronto; McMaster University","keywords":"Originality; Criticism; Variety (cybernetics); Perspective (graphical); Argument (complex analysis); Peer review; Sociology; Epistemology; Positive economics; Social science; Political science; Law; Economics; Medicine; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.0029638,0.0001880447,0.0002476686,0.0006617462,0.001117891,0.0004683281,0.001054259,0.00007355861,0.0003008681],"category_scores_gemma":[0.0173786,0.0001341795,0.00003488576,0.001895164,0.003159813,0.004385342,0.0009663701,0.0002294965,0.0006222162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007752602,"about_ca_system_score_gemma":0.00003068951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005810253,"about_ca_topic_score_gemma":0.00001451071,"domain_scores_codex":[0.9977062,0.000008058612,0.0002562421,0.0006866957,0.0008392161,0.0005036348],"domain_scores_gemma":[0.9955729,0.00001701705,0.003023625,0.0005867205,0.0007822326,0.00001747688],"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":[0.000001109404,0.0000303804,0.1432741,0.0002411598,0.00001294169,0.000009999358,0.00002808808,1.279574e-7,0.01062463,0.677825,0.01635704,0.1515954],"study_design_scores_gemma":[0.0003088172,0.00002192916,0.08971749,0.0006318045,0.00008868912,0.000004280879,0.00008708052,0.00000353519,0.0004411539,0.168753,0.7395834,0.0003587976],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8483539,0.002659301,0.005529788,0.1046982,0.0002539055,0.000546734,0.000002508879,0.001294629,0.03666102],"genre_scores_gemma":[0.9824408,0.0001967192,0.0003513221,0.00270421,0.0001377197,0.00002786549,8.509138e-7,0.00001660334,0.01412392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7232264,"threshold_uncertainty_score":0.999553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260401706724485,"score_gpt":0.285686757132163,"score_spread":0.2630827400649181,"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."}}