{"id":"W4405462166","doi":"10.5430/wje.v14n4p22","title":"Applying Design Thinking to Teach Physics and Mathematics: A Case Study on Building a Parachute and Analyzing Its Properties","year":2024,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Teaching method; Psychology; Computer science; Mathematics","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":[0.009184932,0.001667024,0.001042004,0.002046885,0.008053618,0.004597437,0.004604318,0.004856224,0.003378134],"category_scores_gemma":[0.01325067,0.001170831,0.001195263,0.001634282,0.006622795,0.003462302,0.004729029,0.005092928,0.001033008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003208854,"about_ca_system_score_gemma":0.003599939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002243808,"about_ca_topic_score_gemma":0.009544084,"domain_scores_codex":[0.9915197,0.005129179,0.0002517859,0.0006498871,0.001296394,0.001152995],"domain_scores_gemma":[0.9875565,0.008055155,0.0006779202,0.0009048392,0.001058695,0.001746953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.0004389643,0.02381723,0.02449566,0.00146999,0.0001081005,0.02234583,0.7420588,0.008910201,0.01804673,0.01338089,0.005003487,0.1399242],"study_design_scores_gemma":[0.0004055286,0.01078043,0.02350004,0.00105422,0.0001490238,0.01354123,0.7667944,0.0239994,0.03487594,0.01266842,0.1119091,0.0003221807],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806518,0.0001401467,0.01112489,0.0009122925,0.00002255741,0.0004212786,0.00003645437,0.00004926138,0.006641328],"genre_scores_gemma":[0.94686,0.0005868087,0.04386971,0.0003913317,0.00001759725,0.000334331,0.00006912638,0.00009617817,0.007774853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009184932,"threshold_uncertainty_score":0.0485751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640194785674639,"score_gpt":0.330601889218818,"score_spread":0.2665824106513541,"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."}}