{"id":"W1872865302","doi":"10.22230/src.2014v5n4a185","title":"Peer Review, Scholarly Production and a Provocation: Let’s Blow Stuff Up","year":2014,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Access Control and Trust","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Provocation test; Production (economics); Presentation (obstetrics); Work (physics); Peer production; Control (management); Scholarly communication; Public relations; Knowledge production; Sociology; Political science; Knowledge management; Computer science; Law; Management; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","scholarly_communication"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","scholarly_communication"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02821492,0.00009376548,0.0001572454,0.0001555041,0.00320875,0.002711383,0.0006231444,0.0001319324,0.0000541017],"category_scores_gemma":[0.0293516,0.0000820752,0.00002594614,0.0005840124,0.0007391856,0.006990389,0.0002937405,0.001191033,0.00004217845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006968051,"about_ca_system_score_gemma":0.0001847041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224324,"about_ca_topic_score_gemma":0.001532151,"domain_scores_codex":[0.9942472,0.003097091,0.0002308496,0.0003187768,0.001791376,0.0003147202],"domain_scores_gemma":[0.9936385,0.0003340589,0.00009256128,0.0007321741,0.00501819,0.000184533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008088871,0.0002491738,0.020531,0.0003845152,0.00005566973,6.353063e-7,0.01641496,3.642251e-7,0.0006920272,0.2110134,0.03088576,0.7196916],"study_design_scores_gemma":[0.0004711695,0.0001002595,0.04091478,0.0006600839,0.00002645787,0.000003558868,0.003026463,0.00006263689,0.00006935834,0.01828158,0.9361941,0.0001895302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1584061,0.08942124,0.0001876561,0.6881198,0.0003236476,0.002506727,0.000004450676,0.0001758727,0.06085446],"genre_scores_gemma":[0.9421984,0.04414673,0.0004098784,0.0003551167,0.0002345557,0.0001579132,0.00001721973,0.00001007992,0.01247014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9053084,"threshold_uncertainty_score":0.9983239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121714086577043,"score_gpt":0.4318262416170204,"score_spread":0.3101121550399774,"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."}}