{"id":"W4389540732","doi":"10.1007/s42330-023-00290-1","title":"Teaching Engineering Design-Based Integrated STEM in Rural Contexts: Nurturing Future Designers","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Science Foundation","keywords":"Science education; Engineering ethics; Mathematics education; Engineering education; Sociology; Engineering; Engineering management; Pedagogy; Psychology","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":[0.005602723,0.0004583574,0.0002666921,0.0005445578,0.005906663,0.005620044,0.001581965,0.001422769,0.01310147],"category_scores_gemma":[0.007876689,0.0004944687,0.0003022982,0.0003381504,0.003861494,0.002990391,0.008470849,0.002968474,0.002781262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001964817,"about_ca_system_score_gemma":0.008199582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041233,"about_ca_topic_score_gemma":0.007599138,"domain_scores_codex":[0.9971614,0.001703165,0.00003940005,0.0002406063,0.0004530626,0.0004025241],"domain_scores_gemma":[0.9918141,0.002005432,0.0004169898,0.0005561776,0.001009832,0.004197432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002582629,0.005805216,0.03240535,0.0005027897,0.00003583208,0.001727678,0.4406767,0.001354397,0.01810764,0.06672286,0.03933555,0.3930677],"study_design_scores_gemma":[0.0001085825,0.001413369,0.009747101,0.0007009384,0.00005742788,0.001461076,0.4724169,0.0017099,0.006515069,0.05249684,0.4533043,0.00006855503],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7850223,0.001544316,0.03368448,0.02875473,0.0008345865,0.0003038615,0.00003493722,0.0003025556,0.1495182],"genre_scores_gemma":[0.9208253,0.001161192,0.03512013,0.002189523,0.00006638289,0.0001586458,0.00003492439,0.0000732202,0.04037073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01310147,"threshold_uncertainty_score":0.04382873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00640370600197459,"score_gpt":0.2087577531045268,"score_spread":0.2023540471025522,"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."}}