{"id":"W4256309259","doi":"10.3138/jsp.43.3.322","title":"Peer Review As Boundary Work","year":2012,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Political Science Research and Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boundary-work; Boundary (topology); Sociology; Work (physics); Directory; Epistemology; Peer production; Knowledge production; Peer review; Production (economics); Social science; Computer science; Knowledge management; Political science; Law; Engineering; Mathematics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0493899,0.001141087,0.001467391,0.006284751,0.009684657,0.02360183,0.003383497,0.008134309,0.009914096],"category_scores_gemma":[0.1035082,0.000728772,0.000962212,0.0057182,0.07720128,0.02645824,0.01360026,0.006953818,0.003540476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009966161,"about_ca_system_score_gemma":0.0139546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001542998,"about_ca_topic_score_gemma":0.001033258,"domain_scores_codex":[0.8823994,0.07852554,0.003500161,0.007649193,0.0246137,0.00331203],"domain_scores_gemma":[0.8753954,0.08356857,0.01064376,0.0149686,0.01126666,0.00415707],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009778716,0.000008227141,0.0000694613,0.0001336952,0.000004094203,0.00005574165,0.004326125,0.0001457313,0.00005928052,0.982535,0.002849722,0.009803119],"study_design_scores_gemma":[0.00001490133,0.00003744163,0.0001877499,0.000429325,0.000006524529,0.0002570715,0.002309129,0.0003822486,0.0001794364,0.8022621,0.1939051,0.00002900484],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01256724,0.05451045,0.1296605,0.07431901,0.007613535,0.0005384913,0.00007203875,0.000445752,0.720273],"genre_scores_gemma":[0.7752829,0.02858457,0.06392205,0.01159079,0.009453159,0.001450623,0.00009945812,0.0006630272,0.1089534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9903153,"threshold_uncertainty_score":0.2612019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110463827948913,"score_gpt":0.4254401413459777,"score_spread":0.3143937585510864,"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."}}