{"id":"W3163796610","doi":"10.47631/mejress.v2i2.243","title":"University Instructors’ Perceptions toward Online Teaching at the Onset of the COVID-19 Outbreak in Lebanon: A Descriptive Study","year":2021,"lang":"en","type":"article","venue":"Middle Eastern Journal of Research in Education and Social Sciences","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Originality; Medical education; Perception; Descriptive statistics; Coronavirus disease 2019 (COVID-19); Descriptive research; Computer-assisted web interviewing; Psychology; Online learning; Online teaching; Arabic; Mathematics education; Pedagogy; Medicine; Computer science; Sociology; 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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00491054,0.00005622996,0.0001443926,0.0003296421,0.002028186,0.00007119476,0.0005502038,0.00005251762,0.00004444601],"category_scores_gemma":[0.001662229,0.00003893948,0.00004626196,0.001534274,0.002742167,0.0002402015,0.0002408652,0.0005074752,9.699173e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037551,"about_ca_system_score_gemma":0.005225947,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005976091,"about_ca_topic_score_gemma":0.07479878,"domain_scores_codex":[0.996434,0.002196186,0.0002453625,0.0001588926,0.0007314864,0.0002340212],"domain_scores_gemma":[0.998858,0.0004265812,0.0001848372,0.00008435354,0.0003772023,0.00006902973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008987408,0.0003593838,0.5728869,0.000006455406,0.000006645044,0.00000162846,0.4178573,0.000003938759,0.00002979127,0.001418662,0.00033569,0.007084674],"study_design_scores_gemma":[0.0001339413,0.00003600607,0.3201972,0.00002820024,0.000003156371,0.000005661763,0.672146,0.000001291902,0.000003762767,0.001015366,0.006401985,0.00002745485],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561251,0.0003462686,0.000005143619,0.04176694,0.0004155693,0.0001848458,0.000005784523,0.000005391267,0.001144927],"genre_scores_gemma":[0.9972697,0.0001599623,0.0001230757,0.0001340972,0.000107406,0.00000255344,3.348654e-7,0.000001822027,0.002201041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2542887,"threshold_uncertainty_score":0.9999718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2717284593542887,"score_gpt":0.4759854246822554,"score_spread":0.2042569653279667,"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."}}