{"id":"W4367052795","doi":"10.3390/app13095381","title":"STEAM Education and the Innovative Pedagogies in the Intelligence Era","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Engineering ethics; Pedagogy; Political science; Mathematics education; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002506758,0.0002947168,0.000259543,0.0009962289,0.001595898,0.003687083,0.0004051317,0.001393908,0.007121476],"category_scores_gemma":[0.004387216,0.0001034902,0.0001969793,0.0006584627,0.01326196,0.005438047,0.004118999,0.003509625,0.0007547893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002252511,"about_ca_system_score_gemma":0.003298664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033728,"about_ca_topic_score_gemma":0.001506037,"domain_scores_codex":[0.9982603,0.0009589957,0.00004439657,0.00009085033,0.00045446,0.0001909825],"domain_scores_gemma":[0.9974141,0.001550101,0.0002031087,0.0001122443,0.0002001888,0.0005201815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002101443,0.00005161433,0.0005920522,0.0001599954,0.000004504649,0.00006842138,0.006011188,0.0003334711,0.000321142,0.9391807,0.007524504,0.04573137],"study_design_scores_gemma":[0.00002109318,0.00007314257,0.001092059,0.0003586903,0.000004169126,0.0001193541,0.004206236,0.00079848,0.0006607184,0.6493288,0.3433238,0.00001354981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1133733,0.0377155,0.04942501,0.231965,0.004376041,0.0001017103,0.00005913221,0.0003236301,0.5626606],"genre_scores_gemma":[0.9059576,0.01815589,0.009055274,0.01097737,0.002428797,0.0000958374,0.00004451734,0.00009713241,0.05318751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007121476,"threshold_uncertainty_score":0.02382368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525932670580616,"score_gpt":0.3362232034624637,"score_spread":0.2909638767566575,"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."}}