{"id":"W4401056467","doi":"10.1007/s10984-024-09512-1","title":"The experience of teaching in an active learning classroom: a positive/negative perception study","year":2024,"lang":"en","type":"article","venue":"Learning Environments Research","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University; Queen's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sociology of Education; Perception; Psychology; Educational technology; Active learning (machine learning); Teaching method; Mathematics education; Pedagogy; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004931083,0.0003784392,0.0004040061,0.001194722,0.002617896,0.003556262,0.0007642793,0.0011785,0.003447367],"category_scores_gemma":[0.01758497,0.0003070078,0.000525972,0.0003111636,0.003217796,0.001608947,0.002686239,0.002523142,0.0004949555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00073977,"about_ca_system_score_gemma":0.0009379949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001272415,"about_ca_topic_score_gemma":0.001745788,"domain_scores_codex":[0.9967986,0.001477315,0.000132293,0.0002448283,0.0008537261,0.0004931965],"domain_scores_gemma":[0.9766151,0.01309694,0.001918385,0.0008658114,0.002496567,0.005007197],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00177421,0.00605301,0.2323121,0.0002956506,0.00007819047,0.002682955,0.6878723,0.0002090228,0.03121205,0.00267326,0.001487065,0.0333503],"study_design_scores_gemma":[0.0001256872,0.005745553,0.224424,0.00009774093,0.00007896694,0.002198485,0.7546327,0.0005127812,0.004716647,0.0006091426,0.006747508,0.0001108521],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966678,0.00004289321,0.0001921394,0.0001176118,0.00003907185,0.00001961776,0.00000846992,0.000004997849,0.002907469],"genre_scores_gemma":[0.9981642,0.00003884718,0.00006899589,0.00008787405,0.00001858105,0.00002454645,0.000007632812,0.000006108691,0.001583214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9950689,"threshold_uncertainty_score":0.02607834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1071984871844373,"score_gpt":0.510813715356927,"score_spread":0.4036152281724897,"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."}}