{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00465019,0.0005330413,0.0008088343,0.006723792,0.0145206,0.03300209,0.00273398,0.005347634,0.08306247],"category_scores_gemma":[0.02209342,0.0005571011,0.0004841134,0.01393605,0.01299276,0.00821151,0.004988296,0.0038832,0.01374021],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08047765,"about_ca_system_score_gemma":0.243803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8711237,"about_ca_topic_score_gemma":0.8959058,"domain_scores_codex":[0.9868493,0.000886012,0.0003577476,0.0008639871,0.00933033,0.001712617],"domain_scores_gemma":[0.9772809,0.003436312,0.0007903508,0.001560028,0.01152816,0.00540426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001361668,0.00001656677,0.0005019769,0.000324034,0.00001021601,0.000174956,0.00159406,0.000103731,0.0001256676,0.3056065,0.6215921,0.06993666],"study_design_scores_gemma":[0.000002098308,0.000001483865,0.00059382,0.0002066565,0.000003692327,0.00003156551,0.0006667602,0.00003478434,0.00003013631,0.006173676,0.9922453,0.00001007119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002551708,0.03350266,0.001149666,0.1671831,0.007143909,0.00006942065,0.001730776,0.0003671351,0.7863017],"genre_scores_gemma":[0.1527883,0.08159496,0.004177557,0.04161442,0.005583606,0.0001355793,0.002323186,0.000720192,0.7110624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9669979,"threshold_uncertainty_score":0.5839089,"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."}}