{"id":"W3201173833","doi":"10.3998/mpub.11778416.ch15.en","title":"The open technology specialist at the University of Toronto Libraries: A comprehensive approach to Wikimedia projects in the academic library","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Outreach; Library science; World Wide Web; Workflow; Scholarly communication; Political science; Public relations; Computer science; Publishing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01496103,0.0007054563,0.0004815508,0.002913187,0.03551799,0.01567047,0.003716918,0.002732091,0.008259258],"category_scores_gemma":[0.008753014,0.0009395261,0.0004843793,0.003511011,0.01333883,0.006863469,0.02166461,0.005058503,0.002752424],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03909083,"about_ca_system_score_gemma":0.1303747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1880136,"about_ca_topic_score_gemma":0.6268135,"domain_scores_codex":[0.984746,0.007448014,0.0005590175,0.001146685,0.003127056,0.002973254],"domain_scores_gemma":[0.9594635,0.003664245,0.0007746957,0.001272314,0.00362961,0.03119553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007998297,0.0004514892,0.007455262,0.001163649,0.00002632392,0.004388009,0.6795413,0.0005338021,0.004930131,0.01698967,0.1285608,0.1558794],"study_design_scores_gemma":[0.00001609088,0.0001388901,0.007984435,0.0004166663,0.00001194005,0.0006730796,0.3315766,0.0002499529,0.000893457,0.002190148,0.6557861,0.00006271886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4340273,0.01212562,0.06127604,0.1244617,0.002750195,0.005544495,0.001289408,0.00476044,0.3537648],"genre_scores_gemma":[0.7192158,0.005231657,0.09633917,0.009583975,0.0004537752,0.001816382,0.0008840368,0.001004776,0.1654704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962831,"threshold_uncertainty_score":0.3738385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04708542817957739,"score_gpt":0.2952932055052034,"score_spread":0.248207777325626,"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."}}