{"id":"W2979395311","doi":"10.29173/iasl7214","title":"Instruction development that incorporates active learning to nurture 21st century skills","year":2016,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nature versus nurture; Active learning (machine learning); Mathematics education; Psychology; Computer science; Biology; Artificial intelligence; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004832988,0.0001837002,0.0001740091,0.0001374197,0.0007108318,0.0002380127,0.000306112,0.0001580709,0.0004602919],"category_scores_gemma":[0.0006787517,0.0001390015,0.00003331647,0.0003643159,0.0002011248,0.0007367575,0.0001008824,0.0002153025,0.0003196475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003485537,"about_ca_system_score_gemma":0.0006394912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005113781,"about_ca_topic_score_gemma":0.00003554424,"domain_scores_codex":[0.9982791,0.00003641715,0.0002244948,0.000401635,0.0005878908,0.0004704908],"domain_scores_gemma":[0.9984191,0.00007887967,0.0001182166,0.00004900946,0.0009812942,0.0003535122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002402769,0.00007054236,0.02099551,0.00001366413,0.00001751992,6.174526e-7,0.6099663,5.917645e-8,0.0002323188,0.02939957,0.0006836585,0.3385963],"study_design_scores_gemma":[0.0002990272,0.00005841183,0.02833081,0.0003328087,0.000007665243,0.000002560444,0.5176925,3.505857e-7,0.007879328,0.007766134,0.4372041,0.0004262355],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668514,0.00001224981,0.0002356833,0.01120968,0.0006103629,0.0002994966,0.000004450073,0.0002345469,0.02054218],"genre_scores_gemma":[0.9919182,0.0001156608,0.003121654,0.0007315053,0.0002129533,0.0000678275,0.000004185128,0.00001390153,0.003814129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4365205,"threshold_uncertainty_score":0.5668318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260329577051273,"score_gpt":0.2908641217064971,"score_spread":0.2682608259359844,"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."}}