{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005716647,0.0004332388,0.0005023274,0.00083361,0.009515823,0.01533586,0.002728264,0.008854249,0.04486831],"category_scores_gemma":[0.009653161,0.0002530919,0.0004845321,0.001046423,0.006104076,0.01070017,0.01319087,0.009333951,0.01276184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008129044,"about_ca_system_score_gemma":0.03456828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01988502,"about_ca_topic_score_gemma":0.04867607,"domain_scores_codex":[0.9947324,0.0020314,0.0001400896,0.0002647883,0.0007665425,0.00206487],"domain_scores_gemma":[0.9738402,0.00230887,0.0006822638,0.0004437183,0.002546056,0.02017887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000931332,0.000252463,0.003622668,0.001098229,0.00001053128,0.001154292,0.01956989,0.00017825,0.0003974903,0.02314381,0.6170035,0.3334757],"study_design_scores_gemma":[0.00001910362,0.0000978238,0.005717483,0.002523575,0.000005297395,0.0006412154,0.08471163,0.0001911808,0.0002914911,0.01277084,0.8929839,0.00004639459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009885966,0.01708254,0.0004905087,0.9018822,0.005880359,0.00006945325,0.0002283924,0.0001791615,0.06430139],"genre_scores_gemma":[0.3403752,0.08918889,0.008143723,0.2433183,0.008680242,0.0005426271,0.001068647,0.0005276438,0.3081547],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04486831,"threshold_uncertainty_score":0.1500995,"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."}}