{"id":"W4232981276","doi":"10.24908/iqurcp.9018","title":"Blended Learning &amp; the Redesign of Psyc 100","year":2016,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Curriculum; Active learning (machine learning); Psychology; Mathematics education; Medical education; Pedagogy; Computer science; Multimedia; Medicine; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.02571131,0.0002487183,0.0003776778,0.0005225887,0.00174659,0.0003363605,0.001550217,0.0002285031,0.0002330825],"category_scores_gemma":[0.01420731,0.0001527397,0.0001074995,0.002081581,0.005024061,0.0007659816,0.0003560591,0.001266801,0.0001559971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004178095,"about_ca_system_score_gemma":0.001702517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002181156,"about_ca_topic_score_gemma":0.0001716889,"domain_scores_codex":[0.992719,0.002293182,0.0005869411,0.0006491009,0.002442941,0.001308834],"domain_scores_gemma":[0.9922433,0.002703274,0.0003594384,0.000321752,0.00414548,0.0002267476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009844803,0.00006332948,0.007235822,0.00004407296,0.00005533631,0.000001472269,0.03061542,3.90903e-7,0.05638514,0.8643347,0.007362396,0.03380349],"study_design_scores_gemma":[0.0007025453,0.000337586,0.002065372,0.000609221,0.00001880841,0.000004206236,0.02673363,0.00002578354,0.01506766,0.7851743,0.1687794,0.0004814653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2643832,0.00009859639,0.08818626,0.3800583,0.0006865837,0.002244592,0.000006936147,0.0006464854,0.2636891],"genre_scores_gemma":[0.9791737,0.0005701706,0.004273363,0.00005509833,0.0004234085,0.00009922689,0.000001204048,0.00003934271,0.01536451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7147905,"threshold_uncertainty_score":0.999553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.276083038661314,"score_gpt":0.4820238265472272,"score_spread":0.2059407878859132,"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."}}