{"id":"W2953763673","doi":"10.22215/etd/2019-13616","title":"Facilitating Student Engagement in Undergraduate Mathematics Lectures: A Multimodal Investigation","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Mathematics education; Context (archaeology); Student engagement; Situated; Pedagogy; Multimodality; Psychology; Computer science","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":[0.001823061,0.000257038,0.0003630612,0.0008202529,0.001455398,0.003138125,0.0004133646,0.0007247094,0.003157933],"category_scores_gemma":[0.009536217,0.0002107359,0.0002753949,0.0005464598,0.001880577,0.001786402,0.004387908,0.0009648316,0.000382032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006721975,"about_ca_system_score_gemma":0.0004821589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006449706,"about_ca_topic_score_gemma":0.001207435,"domain_scores_codex":[0.9981853,0.0009939314,0.00005776187,0.0001923153,0.0004080291,0.0001626416],"domain_scores_gemma":[0.9962971,0.002775642,0.0003089024,0.0001260072,0.0002394541,0.0002530011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004172412,0.0005570402,0.06318478,0.000555228,0.00005812242,0.000806384,0.7763842,0.00031852,0.03896664,0.004949559,0.000993581,0.1128088],"study_design_scores_gemma":[0.00006452848,0.001318975,0.2353768,0.0004158537,0.0001102407,0.001149646,0.7241917,0.002363687,0.009585164,0.004031629,0.02128135,0.0001105628],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991365,0.0001359804,0.00199456,0.000246143,0.00001216154,0.00003656346,0.00003307792,0.00001535333,0.006161221],"genre_scores_gemma":[0.9973815,0.0002138626,0.0009703792,0.00007105057,0.00001142487,0.00005888799,0.00002650561,0.00001329957,0.001253174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003157933,"threshold_uncertainty_score":0.01056439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0462801515890243,"score_gpt":0.3051829733243211,"score_spread":0.2589028217352968,"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."}}