{"id":"W4402118080","doi":"10.24059/olj.v28i3.3534","title":"Student Perceptions of Effective Educators in Online Learning","year":2024,"lang":"en","type":"article","venue":"Online Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lambton College","funders":"","keywords":"Mathematics education; Psychology; Online learning; Perception; Pedagogy; Computer science; Multimedia","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":[0.004937587,0.000175154,0.0002329399,0.0009324041,0.001365933,0.004142782,0.000432827,0.0007074714,0.005007452],"category_scores_gemma":[0.01911795,0.0001690375,0.000243577,0.0004301034,0.000984413,0.001635914,0.001963144,0.001330905,0.0005898727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006264019,"about_ca_system_score_gemma":0.0009060472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008067345,"about_ca_topic_score_gemma":0.00135022,"domain_scores_codex":[0.9957813,0.002048102,0.000269586,0.0001729967,0.001155168,0.000572903],"domain_scores_gemma":[0.9824592,0.005992544,0.003247859,0.0004786087,0.002416287,0.005405594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002746555,0.004039113,0.7314512,0.000292403,0.00008800118,0.0008275413,0.1489849,0.0002830429,0.004395351,0.001995434,0.003346487,0.1040219],"study_design_scores_gemma":[0.00008933039,0.002698779,0.4532115,0.000309801,0.00008855251,0.001066347,0.505993,0.001067286,0.002468718,0.001499529,0.03142108,0.00008607854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947473,0.0000961625,0.0002319032,0.0004689953,0.000019664,0.00002019422,0.0000118797,0.000008866396,0.004394884],"genre_scores_gemma":[0.9988134,0.00009607829,0.0001489501,0.000169306,0.00001028637,0.000009705802,0.00001082343,0.000003317251,0.0007381673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005007452,"threshold_uncertainty_score":0.02611279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01114523666528617,"score_gpt":0.3781945318789002,"score_spread":0.367049295213614,"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."}}