{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003095453,0.0003037972,0.0003985967,0.001400899,0.009071033,0.01241626,0.0008863367,0.002267305,0.009996657],"category_scores_gemma":[0.006008785,0.0001587608,0.0003547737,0.002740391,0.0138842,0.01438553,0.004293164,0.006321319,0.001534498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01323642,"about_ca_system_score_gemma":0.04459894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1214481,"about_ca_topic_score_gemma":0.2510139,"domain_scores_codex":[0.9979563,0.0006100206,0.00007160585,0.0001820887,0.0005267826,0.0006531572],"domain_scores_gemma":[0.9957784,0.0009737757,0.0001858621,0.0001251535,0.001072696,0.00186392],"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":[0.00007625247,0.00009466235,0.01068048,0.001217002,0.00001953181,0.0005114937,0.08182467,0.0001635179,0.0005597135,0.4087492,0.1615063,0.3345972],"study_design_scores_gemma":[0.000005300007,0.00003542541,0.008935276,0.002369037,0.00001816514,0.0002207697,0.1845742,0.0001419536,0.0004280994,0.06914836,0.7340856,0.0000378037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03797589,0.09852264,0.004204323,0.6509415,0.01108993,0.0000494126,0.0002854727,0.0001550772,0.1967758],"genre_scores_gemma":[0.6822277,0.1560532,0.006223761,0.09301753,0.003540768,0.00008978949,0.0006650921,0.0002440298,0.05793815],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1214481,"threshold_uncertainty_score":0.2414824,"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."}}