{"id":"W4297243436","doi":"10.32920/ryerson.14639949.v2","title":"Canada,Librariesand the Digital Economy","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital economy; Broadband; Telecommunications; Economy; Business; Economics; Engineering; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001314403,0.0002097132,0.0001924443,0.00006698448,0.0003313935,0.002314272,0.0007736454,0.00006408102,0.01244885],"category_scores_gemma":[0.00002654008,0.0001459943,0.00009046011,0.00008251678,0.00003027418,0.000934651,0.002478572,0.0004878025,0.0001207961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007489596,"about_ca_system_score_gemma":0.0004894948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5965372,"about_ca_topic_score_gemma":0.2995212,"domain_scores_codex":[0.9991093,0.000001320855,0.0002345463,0.0003161802,0.0001063543,0.0002322667],"domain_scores_gemma":[0.9992558,0.00005592392,0.0001988895,0.0004601649,0.0000201822,0.000009008434],"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":[0.00001471876,0.00001734092,0.03040985,0.0001833844,0.0001205571,0.00001665403,0.00001543093,0.001168514,2.029481e-8,0.2088644,0.7532142,0.005974945],"study_design_scores_gemma":[0.00007646062,7.073884e-7,0.002564552,0.000006120885,0.00001667451,9.169685e-7,0.0001487844,0.001634277,6.538658e-7,0.03522381,0.9600939,0.0002331118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0189901,0.0000772546,0.00003571498,0.005359718,0.001702096,0.0002837812,0.00004975456,0.0001115288,0.97339],"genre_scores_gemma":[0.9618523,0.000002976744,0.0000104726,0.0176015,0.001928902,0.00009814975,0.0006704413,0.00003285532,0.01780239],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9555877,"threshold_uncertainty_score":0.9987214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838933275962129,"score_gpt":0.1746863912806448,"score_spread":0.1562970585210235,"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."}}