{"id":"W2915659358","doi":"","title":"The 21st Century Classroom: Technology as a Transformative Tool in Educational Routines, Rules, and Rituals","year":2018,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Transformative learning; Pedagogy; Mathematics education; Sociology; Engineering ethics; Engineering; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002566162,0.0003437154,0.0003264162,0.001232911,0.00489975,0.01264829,0.0009063322,0.001647762,0.002806038],"category_scores_gemma":[0.003914787,0.0002679691,0.0003268275,0.001100503,0.02885449,0.01118476,0.007431397,0.003141163,0.0004771543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002724186,"about_ca_system_score_gemma":0.003185314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002087313,"about_ca_topic_score_gemma":0.00246801,"domain_scores_codex":[0.9960253,0.00258876,0.0001030594,0.0003767925,0.0005426775,0.0003634199],"domain_scores_gemma":[0.9973627,0.001134331,0.0003619913,0.0004465505,0.0002074832,0.0004869031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002587883,0.0001008669,0.003612647,0.0001708019,0.00001413647,0.0003358057,0.2445527,0.0003319077,0.0007692236,0.6967683,0.003879125,0.04943862],"study_design_scores_gemma":[0.00002793142,0.0001379424,0.009036761,0.0008663707,0.00002182466,0.001172563,0.1500046,0.0009772681,0.0009868181,0.3411818,0.4955264,0.00005967642],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3388193,0.03459076,0.05362333,0.0348134,0.001021972,0.0001492129,0.00009133491,0.0002798251,0.5366109],"genre_scores_gemma":[0.9809068,0.004190629,0.005465407,0.001080335,0.0001606751,0.00005878582,0.00002194228,0.00006491266,0.008050445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01264829,"threshold_uncertainty_score":0.01976544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009736832394144693,"score_gpt":0.2101241545138029,"score_spread":0.2003873221196582,"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."}}