{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005179144,0.00006977028,0.00008862984,0.00005678581,0.0004323713,0.00004036352,0.0001819516,0.000008859639,0.0001197808],"category_scores_gemma":[0.00003761254,0.00002936211,0.00003335106,0.0002869136,0.0000353027,0.00009941682,0.0000337751,0.0001178941,0.000002297204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109657,"about_ca_system_score_gemma":0.00004678053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009197718,"about_ca_topic_score_gemma":0.000003304364,"domain_scores_codex":[0.9992293,0.0001015731,0.0002200079,0.00007636016,0.0003010645,0.00007173955],"domain_scores_gemma":[0.9993005,0.0003400261,0.0002349182,0.0000315355,0.00006485976,0.0000281079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002870063,0.002200911,0.4985817,0.00004973751,0.000190941,3.87904e-7,0.005028536,0.002670717,0.04956587,0.002836462,0.0242074,0.4143804],"study_design_scores_gemma":[0.00009917624,0.0007518857,0.9602539,0.00005477965,0.00003959916,0.00001647559,0.01472259,0.00001184787,0.0009555736,0.0001498645,0.02285332,0.00009097395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959759,0.001153021,0.000001532413,0.001845822,0.0007292529,0.0001847084,0.000004527281,0.000003411908,0.0001018854],"genre_scores_gemma":[0.9983288,0.0001119151,0.00005822561,0.00004925521,0.0002468897,0.00006142948,0.000007916253,9.738375e-7,0.001134586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4616722,"threshold_uncertainty_score":0.3325494,"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."}}