{"id":"W7009896802","doi":"","title":"Flipping your classroom: Is now the time? Lessons learned from a 2nd year research methods course","year":2025,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flipped classroom; Knowledge retention; Test (biology); Active learning (machine learning); Subject (documents); Literacy; Blended learning; Information literacy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01512133,0.0003369227,0.0004729785,0.0008129998,0.002965296,0.00086149,0.002646499,0.0004815228,0.0003211385],"category_scores_gemma":[0.001458884,0.0003290059,0.0002132397,0.003335615,0.001183286,0.00124634,0.001063107,0.002708936,0.0006724002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000825289,"about_ca_system_score_gemma":0.001033134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003317316,"about_ca_topic_score_gemma":0.004627467,"domain_scores_codex":[0.9835483,0.01298347,0.0003531837,0.0009547909,0.001077209,0.001083055],"domain_scores_gemma":[0.9948781,0.002770931,0.0002284746,0.001102526,0.0007891622,0.0002308213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002047675,0.0002251522,0.9236522,0.00003071114,0.0004507971,0.0001047802,0.02413843,0.000006802832,0.008856399,0.01618795,0.0002137424,0.02592828],"study_design_scores_gemma":[0.001334705,0.00008043704,0.6282189,0.0004541593,0.0002362768,0.000001693445,0.02375695,0.000003426049,0.004575253,0.02119598,0.3194332,0.0007090291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936519,0.000160033,0.01189695,0.02868805,0.0006592679,0.0006241346,0.00005362045,0.00029435,0.02110456],"genre_scores_gemma":[0.6423377,0.0002735628,0.01180716,0.002611435,0.0007683282,0.000009808383,0.00003226275,0.0001207491,0.342039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3209344,"threshold_uncertainty_score":0.9999162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4753238961969782,"score_gpt":0.5547741541872108,"score_spread":0.07945025799023253,"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."}}