{"id":"W4290995700","doi":"10.1007/978-981-19-5967-7","title":"Resilience and Future of Smart Learning","year":2022,"lang":"en","type":"book","venue":"Lecture notes in educational technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Resilience (materials science); Psychology; Computer science; Physics","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":[0.0006714685,0.0003776707,0.0002800112,0.0005830128,0.000904832,0.003547875,0.0004566666,0.001174331,0.01306404],"category_scores_gemma":[0.001593503,0.0001269631,0.0002446691,0.000509704,0.005715977,0.006296779,0.002482826,0.001882154,0.00148366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276957,"about_ca_system_score_gemma":0.001359321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101114,"about_ca_topic_score_gemma":0.00139374,"domain_scores_codex":[0.9997695,0.00007430349,0.000008534612,0.00003395398,0.00005723152,0.00005645584],"domain_scores_gemma":[0.9992713,0.0003402088,0.00005880869,0.0001021561,0.0000726225,0.0001548059],"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":[0.000008629884,0.00000995884,0.0001539094,0.00005915559,0.000004223563,0.00003357082,0.0009440231,0.0007324996,0.0001529374,0.9546225,0.0134499,0.02982857],"study_design_scores_gemma":[0.000002587905,0.00001087325,0.0003390773,0.0001375775,0.000001896532,0.00005032855,0.001028106,0.0004651007,0.00008385297,0.8450065,0.1528675,0.000006425947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02240742,0.07273227,0.02395369,0.09449445,0.002573782,0.00003546488,0.0001631693,0.0002647766,0.783375],"genre_scores_gemma":[0.7917113,0.04161141,0.006983809,0.00396996,0.002062175,0.0000939914,0.000131533,0.00008296176,0.1533529],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01306404,"threshold_uncertainty_score":0.0437035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005676286464599553,"score_gpt":0.2614461345075922,"score_spread":0.2557698480429926,"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."}}