{"id":"W4312105823","doi":"10.5430/wje.v12n6p49","title":"The Effect of E-STEM Education on Students’ Perceptions and Engineering Design Process about Environmental Issues","year":2022,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus group; Environmental education; Engineering education; Process (computing); Mathematics education; Content analysis; Perception; Science education; Engineering design process; Psychology; Engineering; Pedagogy; Sociology; Engineering management; Computer science; Social science; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002853384,0.0004957398,0.0005242549,0.00059631,0.000718461,0.002265395,0.000614192,0.0008901631,0.005575141],"category_scores_gemma":[0.01005817,0.0002772807,0.0009467554,0.0004929625,0.0009531353,0.001057647,0.001619751,0.002026931,0.0007166447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000859579,"about_ca_system_score_gemma":0.001408903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002158307,"about_ca_topic_score_gemma":0.002919674,"domain_scores_codex":[0.9975114,0.0007350743,0.0001745272,0.0002996136,0.0006203746,0.0006590371],"domain_scores_gemma":[0.9883183,0.005683086,0.00174912,0.0004498764,0.001383206,0.002416471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002606583,0.05174891,0.6778455,0.0009566298,0.0002375882,0.0009367688,0.09689184,0.001961587,0.01851115,0.001500867,0.001477314,0.1453252],"study_design_scores_gemma":[0.0001165601,0.008895973,0.9164368,0.0002302186,0.0001675053,0.0001066218,0.05947402,0.00171912,0.008334246,0.0005718385,0.003876082,0.00007092095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991321,0.00002143057,0.00006369793,0.00004131738,0.000003761949,0.00001614239,0.000009498992,0.000003208563,0.0007088471],"genre_scores_gemma":[0.9985331,0.00004764936,0.0002073878,0.00002915426,0.000002219108,0.00003289162,0.00002697717,0.000001734216,0.001118838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005575141,"threshold_uncertainty_score":0.01865071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372009277332787,"score_gpt":0.2742104994019866,"score_spread":0.2604904066286587,"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."}}