{"id":"W4392743972","doi":"10.1007/s11423-024-10350-4","title":"How do Canadian faculty members imagine future teaching and learning modalities?","year":2024,"lang":"en","type":"article","venue":"Educational Technology Research and Development","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"Canada Research Chairs; Federation for the Humanities and Social Sciences","keywords":"Modalities; Educational technology; Status quo; Thematic analysis; Futures contract; Psychology; Coronavirus disease 2019 (COVID-19); Medical education; Teaching method; Mathematics education; Pedagogy; Sociology; Qualitative research; Political science; Medicine; Business; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.009355377,0.0004557215,0.000290713,0.001618616,0.02601808,0.01715638,0.002228915,0.004385719,0.01461531],"category_scores_gemma":[0.02288455,0.000387999,0.0007958156,0.001803269,0.01184918,0.004735953,0.003717198,0.006083738,0.00267198],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1084946,"about_ca_system_score_gemma":0.17464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9612482,"about_ca_topic_score_gemma":0.9846821,"domain_scores_codex":[0.9881117,0.002633729,0.0001574141,0.0003929023,0.003812752,0.004891561],"domain_scores_gemma":[0.9658433,0.001796619,0.001492462,0.0004781261,0.01117423,0.01921538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004055805,0.0003041067,0.09969795,0.0002159251,0.00008402852,0.001124127,0.2196823,0.000997518,0.001417286,0.08567221,0.4694982,0.1209006],"study_design_scores_gemma":[0.00005595922,0.00007289783,0.03690334,0.0003967378,0.00003604914,0.0003088021,0.5081418,0.0003810841,0.0004641718,0.00872655,0.4442914,0.0002212133],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2516883,0.002714843,0.002108217,0.3859425,0.002616583,0.0001300531,0.0007766521,0.0001442213,0.3538786],"genre_scores_gemma":[0.9117409,0.002118644,0.001936362,0.01875368,0.0001785401,0.00005043867,0.0003040223,0.00008870727,0.06482866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8915054,"threshold_uncertainty_score":0.7871869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08771621979048329,"score_gpt":0.4649034886218406,"score_spread":0.3771872688313573,"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."}}