{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04208156,0.0007176197,0.0009768603,0.002735528,0.01391858,0.03084047,0.002119151,0.008295328,0.011033],"category_scores_gemma":[0.1519074,0.0005745044,0.0007472104,0.002020927,0.07283269,0.0472591,0.01550826,0.01330613,0.003653424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006315068,"about_ca_system_score_gemma":0.01030381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650528,"about_ca_topic_score_gemma":0.003216058,"domain_scores_codex":[0.9357929,0.03777553,0.002142806,0.003565033,0.01803902,0.002684648],"domain_scores_gemma":[0.8580984,0.08546995,0.01249802,0.01499628,0.01966355,0.009273859],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001229566,0.00008002065,0.00152008,0.0005730385,0.00005042962,0.0004096505,0.1005246,0.0001610728,0.0009412976,0.801733,0.04686759,0.04701643],"study_design_scores_gemma":[0.0000579474,0.0001500114,0.001309011,0.001031733,0.00003882369,0.0006223121,0.05821761,0.0002088094,0.000885908,0.3940239,0.5433386,0.0001152732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02135438,0.0231603,0.02627105,0.7017229,0.01214875,0.0001475749,0.00005488929,0.0004306332,0.2147095],"genre_scores_gemma":[0.8621075,0.01063299,0.007223239,0.05776287,0.01257424,0.0001966667,0.00003003581,0.0007773924,0.04869493],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9579185,"threshold_uncertainty_score":0.2225512,"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."}}