{"id":"W3100974471","doi":"10.22230/src.2020v11n2a361","title":"Canadian Scholarly Journal Publishing: The Knowledge Economy Calls","year":2020,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Publishing; Political science; Humanities; Library science; Art; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","research_integrity"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01380861,0.000168492,0.0001824623,0.0004287768,0.008801656,0.119351,0.004105576,0.00017921,0.0003811163],"category_scores_gemma":[0.007339499,0.0001239704,0.00008030434,0.0003725437,0.0007155992,0.04593432,0.0008996354,0.007523318,0.0002418534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000345096,"about_ca_system_score_gemma":0.001196819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03362086,"about_ca_topic_score_gemma":0.1195441,"domain_scores_codex":[0.994926,0.003198973,0.0004443004,0.0002800568,0.0005625371,0.0005881494],"domain_scores_gemma":[0.9929247,0.000879298,0.0001476393,0.001263946,0.003909537,0.0008748622],"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":[0.00003514281,0.00007817931,0.001535701,0.00002872438,0.00009260103,0.000003663631,0.1170415,0.000002600399,0.00006930547,0.6794097,0.1691124,0.03259052],"study_design_scores_gemma":[0.0003369569,0.00008954683,0.001699319,0.00005179977,0.00001143091,0.00001310074,0.01288467,0.0003192466,0.000009110183,0.02310378,0.9613211,0.0001599848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04079276,0.01938008,0.00002143094,0.4951313,0.0001856938,0.0004377925,0.00002569138,0.00009193369,0.4439333],"genre_scores_gemma":[0.9916237,0.001540019,0.0001570213,0.003238822,0.0007104977,0.0000432455,0.00006557682,0.00002874591,0.002592354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9508309,"threshold_uncertainty_score":0.9947664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1886203318169723,"score_gpt":0.3306281620900028,"score_spread":0.1420078302730305,"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."}}