{"id":"W2137233938","doi":"10.5206/cjsotl-rcacea.2011.1.6","title":"A Case Study of the Introductory Psychology Blended Learning Model at McMaster University","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Blended learning; Humanities; Context (archaeology); Sociology; Artificial intelligence; Pedagogy; Psychology; Computer science; Educational technology; Philosophy","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009592383,0.0001105803,0.0001701374,0.0001262069,0.01199769,0.00006952276,0.000589569,0.00008904061,0.00008459305],"category_scores_gemma":[0.001877014,0.00006610383,0.00011487,0.0001509177,0.0004137846,0.0002105083,0.0000695365,0.00347202,8.460299e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118125,"about_ca_system_score_gemma":0.0006286559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02757345,"about_ca_topic_score_gemma":0.1435096,"domain_scores_codex":[0.9952604,0.003786021,0.000217982,0.0001601994,0.0002177214,0.0003577012],"domain_scores_gemma":[0.9986475,0.0004960401,0.0003546569,0.000182439,0.0001330771,0.0001863545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002689068,0.0001060875,0.2226052,0.00002700482,0.0003895805,0.0001440967,0.6218188,0.0214388,0.0002979658,0.004207851,0.0002389056,0.1284568],"study_design_scores_gemma":[0.002297863,0.0009117041,0.02216367,0.0001517189,0.0006924811,0.001750053,0.8513091,0.003732417,0.00002714824,0.002224274,0.1142992,0.000440358],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946284,0.0001906342,0.0001104908,0.001776086,0.0002286148,0.0002188168,0.000001349627,0.00001036256,0.00283523],"genre_scores_gemma":[0.9919903,0.00001349215,0.0003937141,0.00005782957,0.0001562664,7.92899e-7,1.863758e-7,0.00001436087,0.007373019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2294903,"threshold_uncertainty_score":0.998827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08069120715270604,"score_gpt":0.3265228839919084,"score_spread":0.2458316768392023,"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."}}