{"id":"W4411745224","doi":"10.18357/otessac.2024.4.1.366","title":"Designing Hybrid Learning for Preservice Teachers","year":2025,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mathematics education; Computer science; Hybrid learning; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002756617,0.000353996,0.0001823758,0.0004551651,0.001153427,0.002523632,0.001263162,0.0008122935,0.003244895],"category_scores_gemma":[0.005084153,0.0002932856,0.0003479165,0.0002075917,0.001169389,0.00261515,0.00327936,0.0007578333,0.0006677598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009055333,"about_ca_system_score_gemma":0.001068387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004371554,"about_ca_topic_score_gemma":0.001323096,"domain_scores_codex":[0.9985029,0.0008833281,0.00006209099,0.0001818829,0.0002155723,0.0001542109],"domain_scores_gemma":[0.9975421,0.001380335,0.0001629176,0.0002777456,0.0002222619,0.0004146318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000305483,0.002518438,0.0208281,0.001208051,0.0001055539,0.001747005,0.08771612,0.02147482,0.04354817,0.05624763,0.007059156,0.7572414],"study_design_scores_gemma":[0.0005383863,0.004619959,0.01612951,0.001066354,0.0002409129,0.003144252,0.1109203,0.06578326,0.05741258,0.1109343,0.6289452,0.0002649852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4546857,0.0005366949,0.5119762,0.001316736,0.0001422631,0.0009039247,0.00005097058,0.0008774274,0.02951008],"genre_scores_gemma":[0.5972615,0.0003215719,0.3926434,0.0002850076,0.00002057528,0.0007488968,0.00008050869,0.0001282488,0.008510333],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003244895,"threshold_uncertainty_score":0.01457852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437763363711329,"score_gpt":0.3778508473814266,"score_spread":0.3434732137443133,"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."}}