{"id":"W3092503081","doi":"10.1080/10691316.2020.1830908","title":"From students to authors: Fostering student content creation with Scalar","year":2020,"lang":"en","type":"article","venue":"College & Undergraduate Libraries","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Scholarship; Creativity; Computer science; Scalar (mathematics); World Wide Web; Class (philosophy); Library instruction; Multimedia; Mathematics education; Psychology; Information literacy; Mathematics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00847863,0.0007681275,0.0004241808,0.001702694,0.002184022,0.005561047,0.001915202,0.0009240919,0.007437298],"category_scores_gemma":[0.03502004,0.0004631697,0.000418548,0.001022076,0.002574732,0.004251429,0.01015149,0.001376061,0.002983481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009286414,"about_ca_system_score_gemma":0.002146825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700076,"about_ca_topic_score_gemma":0.0004937468,"domain_scores_codex":[0.9928446,0.004464986,0.0003190048,0.0007939078,0.001217734,0.0003597462],"domain_scores_gemma":[0.9693447,0.01776153,0.002261181,0.005286938,0.002399559,0.002946008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005129143,0.003582498,0.02122925,0.0009525358,0.00003488492,0.001104591,0.1144364,0.002792641,0.05583292,0.02229779,0.0102714,0.7669522],"study_design_scores_gemma":[0.000595986,0.009204102,0.04394102,0.001011031,0.0002006124,0.004998679,0.1018002,0.03914749,0.1898601,0.06860009,0.540143,0.0004975866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7820211,0.0001799745,0.1566456,0.001737061,0.0001870697,0.0008272112,0.00007702464,0.005195082,0.05312982],"genre_scores_gemma":[0.7301908,0.0001843397,0.2482249,0.0004079547,0.000105136,0.0005627511,0.0001548912,0.0005966444,0.0195727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00847863,"threshold_uncertainty_score":0.0448398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158493181274486,"score_gpt":0.2634377114803877,"score_spread":0.1475883933529391,"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."}}