{"id":"W2924930256","doi":"10.24059/olj.v10i2.1762","title":"THE TIMES THEY ARE A-CHANGING","year":2019,"lang":"en","type":"article","venue":"Online Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Lagging; The Internet; Higher education; Curriculum; Online learning; Public relations; Ethnic group; Political science; Business; Psychology; Economic growth; Multimedia; Pedagogy; Computer science; World Wide Web; Economics; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001138503,0.00009847071,0.0001262417,0.00007033616,0.001454524,0.0001543646,0.0002782522,0.00007573599,0.0004161064],"category_scores_gemma":[0.0005753188,0.00007127333,0.00007848426,0.0002614992,0.00006500372,0.0001531758,0.00008112116,0.0005595971,0.0006460145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004173795,"about_ca_system_score_gemma":0.0001266059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001310279,"about_ca_topic_score_gemma":0.0007710411,"domain_scores_codex":[0.9984862,0.0003270272,0.0001419991,0.0001929159,0.0003420972,0.0005097978],"domain_scores_gemma":[0.9991158,0.0004383046,0.0001458449,0.0001550747,0.00007763713,0.00006734824],"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":[0.00003373537,0.00009840538,0.3355316,0.00002539108,0.00007374813,0.00001771972,0.02061329,0.006325029,0.0003796451,0.04496543,0.001042169,0.5908939],"study_design_scores_gemma":[0.0001249108,0.00002836332,0.002566082,0.00004594016,0.000007232467,8.236136e-7,0.06740057,0.001431344,0.000007385794,0.0004047554,0.9278594,0.0001232099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105293,0.0003934835,0.00003783903,0.01183803,0.0004760803,0.0001671593,0.000001475612,0.0002695345,0.07628714],"genre_scores_gemma":[0.8875942,0.0002065121,0.0006871441,0.0001341523,0.000855108,0.000002659395,0.000009698695,0.00002092408,0.1104896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9268172,"threshold_uncertainty_score":0.9998454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129691016921761,"score_gpt":0.3037241430677838,"score_spread":0.2924272328985662,"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."}}