{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188726,0.0001891136,0.0003298897,0.0005009358,0.000365739,0.00009504386,0.0002452237,0.0001594763,0.0005473322],"category_scores_gemma":[0.0009122569,0.0001897243,0.0001606512,0.001192786,0.0001817957,0.0002726818,0.00009887503,0.001743941,0.00007929071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002377843,"about_ca_system_score_gemma":0.0004302415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009177074,"about_ca_topic_score_gemma":0.002538474,"domain_scores_codex":[0.9973132,0.0008960176,0.0004058836,0.0004156207,0.0004918725,0.0004774305],"domain_scores_gemma":[0.9988929,0.0006498646,0.0001109406,0.0001175795,0.0001056563,0.0001230392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001422711,0.0005979785,0.5005172,0.0001025518,0.00006124573,0.00003926245,0.04773833,0.01310845,0.001069675,0.001820478,0.00007508371,0.4348555],"study_design_scores_gemma":[0.0004335746,0.0003811127,0.3492095,0.0008550786,0.00007408828,0.00000471682,0.3401679,0.004715797,0.00002609906,0.0001592675,0.3035391,0.0004338019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923519,0.0007848367,0.0001060711,0.00163254,0.0004389273,0.0002614343,0.000007339022,0.0002718768,0.004145086],"genre_scores_gemma":[0.9899674,0.0004674695,0.001920958,0.00002726742,0.0009640717,0.00001545355,0.000093532,0.00004167233,0.006502173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4344217,"threshold_uncertainty_score":0.7736732,"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."}}