{"id":"W3187480092","doi":"10.21432/cjlt27873","title":"Teachers Perceptions of Google Classroom: Revealing Urgency for Teacher Professional Learning","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mainstream; Educational technology; Pedagogy; Professional development; Professional learning community; Blended learning; Technology integration; Teaching method; Active learning (machine learning); Learning sciences; Psychology; Mathematics education; Sociology; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007435497,0.00008182594,0.0002484235,0.0005388203,0.0009858124,0.00001741983,0.0001516508,0.0003021049,0.000212972],"category_scores_gemma":[0.004601949,0.00008543721,0.00006391816,0.0005745213,0.0006137321,0.00007756308,0.00002174688,0.0008900159,0.000002466552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871728,"about_ca_system_score_gemma":0.002399626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004692455,"about_ca_topic_score_gemma":0.00734194,"domain_scores_codex":[0.9989642,0.0001436851,0.0003155286,0.0001440407,0.0001061409,0.0003264057],"domain_scores_gemma":[0.998729,0.0001402212,0.0003165146,0.00007023534,0.0005829465,0.0001611183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005975922,0.0000346306,0.8263926,0.00002885215,0.0001210736,0.00002268845,0.03108387,0.00005023115,0.004959719,0.01408695,0.006467863,0.1167456],"study_design_scores_gemma":[0.0003357413,0.0001617827,0.006263208,0.0001741249,0.00005564927,0.00007783984,0.434498,0.00001267149,0.0005197383,0.004413163,0.5533228,0.0001653301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786451,0.0031918,0.0007011126,0.01506197,0.0004519026,0.00008956263,0.000001860322,0.00008487447,0.001771781],"genre_scores_gemma":[0.9785143,0.0002741183,0.003381648,0.00001294751,0.0001117334,0.000009830981,0.000001747926,0.00001178018,0.01768191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8201293,"threshold_uncertainty_score":0.7582172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752867679148588,"score_gpt":0.3354848762391263,"score_spread":0.3179561994476404,"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."}}