{"id":"W4224242598","doi":"10.5430/jct.v11n4p97","title":"English Language Teachers’ Perceptions about Design Thinking","year":2022,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Perception; Psychology; Scale (ratio); English language; Research design; Cognitively Guided Instruction; Design thinking; Validity; Sample (material); Survey research; Reliability (semiconductor); Pedagogy; Engineering; Teaching method; Sociology; Developmental psychology; Psychometrics; Applied psychology; Geography","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":[0.004074056,0.0001983173,0.0002971956,0.0007642464,0.0008617608,0.002549975,0.0002420087,0.0005197897,0.002866898],"category_scores_gemma":[0.01009448,0.0003627323,0.0002635294,0.0003667011,0.001250678,0.001021938,0.0008586236,0.0007612464,0.0003390698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009286003,"about_ca_system_score_gemma":0.001265044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360651,"about_ca_topic_score_gemma":0.004593203,"domain_scores_codex":[0.9976516,0.001017028,0.0001684671,0.0001421943,0.0007497793,0.0002709607],"domain_scores_gemma":[0.9867883,0.008603781,0.001545346,0.0003108807,0.001729226,0.00102251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002256278,0.0003725987,0.2093436,0.0006135644,0.00003092393,0.002618385,0.7199582,0.0004142352,0.01631556,0.00186301,0.001462971,0.04678131],"study_design_scores_gemma":[0.00006594951,0.001168027,0.173606,0.0007418484,0.00007658131,0.003059699,0.7634054,0.0008590759,0.003304198,0.001161586,0.05245585,0.00009565509],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922634,0.0004486949,0.001060308,0.0002846157,0.00001376487,0.00001387497,0.00001188108,0.00001451285,0.005889001],"genre_scores_gemma":[0.9967141,0.0004384143,0.000472123,0.0001105179,0.000005114475,0.00001433125,0.00001224273,0.000006155929,0.002227022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004074056,"threshold_uncertainty_score":0.02154589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033461713093592,"score_gpt":0.2601631147084332,"score_spread":0.2498284975774973,"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."}}