{"id":"W3160299235","doi":"10.16995/dscn.377","title":"Collaborating with GLAM Institutions","year":2021,"lang":"en","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University; University of Victoria; McGill University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"University of Victoria; McGill University","keywords":"Library science; Scholarship; The Renaissance; Special collections; Art; Digital collections; Digital library; Humanities; Art history; Sociology; Political science; Literature; Poetry; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0000797881,0.0002407812,0.0003070153,0.00004773289,0.0009901904,0.001769206,0.0001396122,0.00003486665,0.0001296278],"category_scores_gemma":[0.00017455,0.00019498,0.00008603257,0.0001199842,0.0005929898,0.001615607,0.0001636747,0.0001744535,0.00007129931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000761008,"about_ca_system_score_gemma":0.0002788811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000294788,"about_ca_topic_score_gemma":0.006216997,"domain_scores_codex":[0.9988247,0.00002348899,0.000268419,0.0003178542,0.0002281106,0.0003374452],"domain_scores_gemma":[0.9987273,0.00009860119,0.00008297426,0.0002341858,0.0007742277,0.00008269357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002689403,0.0002352539,0.0003310721,0.00008502515,0.000320514,0.0002529534,0.4305335,0.00002764128,0.000008997044,0.5610876,0.005568075,0.001522472],"study_design_scores_gemma":[0.0002309205,0.00007329798,0.00001729921,0.00007645386,2.479193e-7,0.00001777692,0.5197153,0.000001240069,0.00008882204,0.004337203,0.4752392,0.0002022994],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3940328,0.001187703,0.00002391811,0.0008408013,0.0002945199,0.0001142501,0.0001658817,0.0001377302,0.6032024],"genre_scores_gemma":[0.962166,0.00007001204,0.000008765788,0.000492126,0.0004879607,0.00005879413,0.0001046918,0.00002881053,0.03658286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5681332,"threshold_uncertainty_score":0.999267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08353301959933798,"score_gpt":0.2674185763642568,"score_spread":0.1838855567649188,"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."}}