{"id":"W7043714188","doi":"","title":"TEACHING AND LEARNING DURING COVID19 CRISIS : CHALLENGES, OPPORTUNITIES AND THE WAY FORWARD","year":2022,"lang":"en","type":"other","venue":"Unimas Institutional Repository (Universiti Malaysia Sarawak)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Setback; Flexibility (engineering); Closure (psychology); Quarter (Canadian coin); The Internet; Coronavirus disease 2019 (COVID-19); E learning; Distance education; Online learning; Educational technology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001090938,0.0007391541,0.000782273,0.001235305,0.005132895,0.0001979516,0.0006118789,0.0003696878,0.001053081],"category_scores_gemma":[0.0001142386,0.0007207367,0.0002127664,0.0002102457,0.002002942,0.0005844774,0.001198441,0.002376112,0.00004818212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008827886,"about_ca_system_score_gemma":0.0003982525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001753046,"about_ca_topic_score_gemma":0.00003843201,"domain_scores_codex":[0.995388,0.001582794,0.0003758507,0.00105769,0.001005702,0.0005899536],"domain_scores_gemma":[0.9980046,0.0003659479,0.0006280066,0.00060945,0.0000854925,0.0003064665],"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":[0.001297913,0.0001912014,0.0004305411,0.001281009,0.002444009,0.006412524,0.009565348,0.004469805,0.0004926348,0.9097524,0.06192857,0.001734021],"study_design_scores_gemma":[0.003084286,0.00009492957,0.0003070114,0.0003167974,0.0005357381,0.002398121,0.0381052,0.001630827,0.000005591991,0.0001612743,0.9524595,0.0009007896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03012008,0.01619406,0.00003843838,0.00175986,0.0004621328,0.0006925002,0.0001839278,0.0007710801,0.9497779],"genre_scores_gemma":[0.3380585,0.005082746,0.0005563102,0.000211452,0.0007776939,0.00006036171,0.0002899129,0.0007545746,0.6542084],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9095911,"threshold_uncertainty_score":0.9999254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835513966367946,"score_gpt":0.2088624785226947,"score_spread":0.1905073388590152,"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."}}