{"id":"W4206644039","doi":"10.46328/ijte.119","title":"STEM, iSTEM, and STEAM: What is next?","year":2022,"lang":"en","type":"article","venue":"International Journal of Technology in Education","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Curriculum; Politics; Ambiguity; Engineering ethics; Political science; Public relations; Pedagogy; Sociology; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005224615,0.00006622053,0.0001014677,0.001259237,0.00007236379,0.0001825,0.001339894,0.00004437408,0.000090444],"category_scores_gemma":[0.00005950489,0.00006809264,0.00003424054,0.0004115495,0.00005660013,0.001338743,0.0003431009,0.0004029972,0.000006966726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003357284,"about_ca_system_score_gemma":0.001022465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002524842,"about_ca_topic_score_gemma":0.00000432652,"domain_scores_codex":[0.99879,0.00006651841,0.0003297754,0.0001562532,0.0005274966,0.000129994],"domain_scores_gemma":[0.9989796,0.00009661248,0.0002553698,0.0001742097,0.0004404217,0.00005374043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002768477,0.0004705284,0.01672659,0.000005509145,0.00004645866,0.00002636379,0.001945497,0.00003353792,0.00102647,0.09934686,0.004759461,0.875585],"study_design_scores_gemma":[0.001590743,0.0009852099,0.02932535,0.0002571156,0.00001302247,0.006305518,0.05735089,0.002013704,0.004605884,0.4188506,0.4782443,0.0004576393],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8220758,0.01011292,0.0009329427,0.162208,0.004328288,0.00009151912,0.00000216904,0.00001740966,0.0002309027],"genre_scores_gemma":[0.9933465,0.00189805,0.002979149,0.001201321,0.000137023,0.00002875379,0.000002022096,0.00000464489,0.0004025285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8751274,"threshold_uncertainty_score":0.2776737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680248791723823,"score_gpt":0.366515953179735,"score_spread":0.3397134652624967,"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."}}