{"id":"W4389295520","doi":"10.33965/es_ml2023_202302r064","title":"\"REIMAGINING TEACHING AND LEARNING FOR A NEW ERA: HYBRIDIZATION OF THE TEACHING AND LEARNING MODALITIES IN THE K-12 EDUCATIONAL CONTEXT\"","year":2023,"lang":"en","type":"article","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Government of Canada","keywords":"Modalities; Context (archaeology); Process (computing); Computer science; Mathematics education; Teaching and learning center; Pedagogy; Teaching method; Psychology; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005519104,0.0003351829,0.0003198622,0.0009917789,0.006180872,0.01419857,0.001276709,0.001745836,0.004599488],"category_scores_gemma":[0.009730957,0.000364939,0.0004466631,0.001244747,0.02102098,0.01616529,0.01337033,0.00292696,0.0005802076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003090437,"about_ca_system_score_gemma":0.005528098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002646393,"about_ca_topic_score_gemma":0.004430445,"domain_scores_codex":[0.9941885,0.003808666,0.0001599292,0.0005386629,0.0007290558,0.0005751037],"domain_scores_gemma":[0.9956188,0.002576838,0.0003500262,0.0006879294,0.0002931847,0.0004732865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001962473,0.0001984581,0.007318316,0.0004740682,0.0000224455,0.0008719867,0.515297,0.0007454508,0.008079243,0.2639572,0.001943714,0.2008958],"study_design_scores_gemma":[0.00006941575,0.0005537154,0.01342564,0.0009681095,0.00007541931,0.003985494,0.5684876,0.003093264,0.01159961,0.1509636,0.246616,0.0001621518],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7302185,0.002545367,0.06536277,0.01527871,0.0004959088,0.000253519,0.00003466584,0.0003470307,0.1854635],"genre_scores_gemma":[0.9824185,0.0005206845,0.01009457,0.0005161838,0.0000256575,0.0000720482,0.000008877233,0.00004054006,0.006302972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01419857,"threshold_uncertainty_score":0.02918816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718498628619196,"score_gpt":0.3352937595681296,"score_spread":0.3081087732819376,"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."}}