{"id":"W2916032058","doi":"10.5334/kula.39","title":"Open+: Versioning Open Social Scholarship","year":2019,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Scholarship; Scholarly communication; Open access journal; Open science; Software versioning; World Wide Web; Internet privacy; Political science; Public relations; Computer science; Publishing; Law; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02175226,0.0008537434,0.0007810571,0.005805581,0.004536463,0.02183294,0.003409295,0.004300253,0.07170636],"category_scores_gemma":[0.0716242,0.001020612,0.001428074,0.005965056,0.009721565,0.03241878,0.02713656,0.00485427,0.03987423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975759,"about_ca_system_score_gemma":0.00430544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009054306,"about_ca_topic_score_gemma":0.0009809134,"domain_scores_codex":[0.9785817,0.01025441,0.00201935,0.001976596,0.005960031,0.001207836],"domain_scores_gemma":[0.9385786,0.02091465,0.00236114,0.03016761,0.004696947,0.003281043],"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":[0.0001039661,0.00006796887,0.0006882955,0.0005162251,0.00002422703,0.0002409583,0.004347572,0.0005495316,0.001269078,0.6050112,0.1045443,0.2826368],"study_design_scores_gemma":[0.00002734315,0.00004550601,0.0003918155,0.0004424174,0.00001059579,0.0004051747,0.0007577587,0.001405301,0.001437384,0.2835587,0.7114549,0.00006303386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.007640116,0.003588799,0.5112011,0.02293623,0.006223808,0.0008077459,0.003157892,0.04826543,0.3961789],"genre_scores_gemma":[0.2267815,0.01144627,0.4224724,0.008781263,0.009018218,0.002377153,0.01257415,0.04013504,0.266414],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9965907,"threshold_uncertainty_score":0.2398816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639853382350931,"score_gpt":0.5063589841993177,"score_spread":0.3423736459642246,"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."}}