{"id":"W3136452965","doi":"10.47678/cjhe.vi0.188971","title":"Perspectives of Canadian Distance Educators on the Move to Online Learning","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Athabasca University","keywords":"Distance education; Early adopter; Online learning; Resistance (ecology); Educational technology; Focus group; Higher education; Qualitative research; Online teaching; Psychology; Public relations; Pedagogy; Sociology; Mathematics education; Business; Marketing; Political science; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003284602,0.00006545162,0.0001094978,0.0004698486,0.0004010744,0.0000640911,0.0001997605,0.00004631213,0.00131063],"category_scores_gemma":[0.0006742773,0.00005570793,0.00006009685,0.000928965,0.00008411655,0.0001029127,0.000002840697,0.00031878,0.00001157866],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006273605,"about_ca_system_score_gemma":0.02484957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2984188,"about_ca_topic_score_gemma":0.8850175,"domain_scores_codex":[0.9990658,0.0002168161,0.0001820287,0.00009758855,0.0001826928,0.0002550324],"domain_scores_gemma":[0.9983659,0.0001005857,0.0001474163,0.0001019681,0.0005845929,0.0006994961],"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":[0.00001942004,0.0003065368,0.1491001,0.00002252329,0.0001394432,0.0000594925,0.2228144,0.0009685225,0.0002333346,0.3655063,0.1995205,0.06130945],"study_design_scores_gemma":[0.00002674655,0.00002976266,0.04317053,0.00006829463,0.00000997957,0.000002505821,0.141893,3.505943e-7,0.00003868529,0.000400953,0.8143024,0.00005680337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8582136,0.002011812,0.000003666596,0.1179617,0.001450277,0.00006497954,0.000009611944,0.000002511166,0.02028187],"genre_scores_gemma":[0.9740054,0.00005033831,0.0004299945,0.000890168,0.00102219,0.00000122079,0.000004039629,0.000009001139,0.02358764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6147819,"threshold_uncertainty_score":0.9996023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789385590195607,"score_gpt":0.3176654735877406,"score_spread":0.2997716176857845,"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."}}