{"id":"W4321763689","doi":"10.15353/acmla.n171.5292","title":"Learning from a Distance","year":2023,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Web and Library Services","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University; University of Toronto","funders":"","keywords":"Pandemic; Service (business); Revenue; Coronavirus disease 2019 (COVID-19); Business; Distance education; Ask price; Virtual learning environment; Public relations; Political science; Geography; Marketing; World Wide Web; Computer science; Medicine; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008903944,0.0001156095,0.0001798814,0.000349435,0.0003004893,0.0003632336,0.0004809448,0.00005770698,0.0001610507],"category_scores_gemma":[0.00005994767,0.0001214279,0.00005227177,0.0004733306,0.00004647193,0.0003849496,0.0001776508,0.0001433353,0.00006110876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009270841,"about_ca_system_score_gemma":0.0001402424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006146456,"about_ca_topic_score_gemma":0.002589006,"domain_scores_codex":[0.9988895,0.00011817,0.000203388,0.0002749253,0.0001754507,0.0003385699],"domain_scores_gemma":[0.9987906,0.0006042862,0.0001732592,0.0001898859,0.000008694347,0.0002333083],"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":[0.00002545924,0.00001893206,0.2079632,0.00008847701,0.0001335706,0.00003665785,0.01258964,0.000211976,0.0002002743,0.6284449,0.1261269,0.02416004],"study_design_scores_gemma":[0.0001785111,0.00003130138,0.1353104,0.00003537067,0.00000388284,1.991433e-7,0.000352219,0.003757415,0.00009875484,0.01803258,0.8420604,0.0001388759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2320068,0.002866345,0.007371499,0.5341521,0.001733407,0.0007046118,0.0005805743,0.001445841,0.2191388],"genre_scores_gemma":[0.909521,0.0007972057,0.02280174,0.00324997,0.0004227516,0.00002487842,0.0003373812,0.0000425732,0.06280247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7159336,"threshold_uncertainty_score":0.9291644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006830383689694947,"score_gpt":0.1629426663247768,"score_spread":0.1561122826350818,"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."}}