{"id":"W2149420043","doi":"10.1109/fie.1991.187591","title":"Enhancements needed for more viable electronics technologist education","year":2002,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Internship; Troubleshooting; Cognitive reframing; Interpersonal communication; Engineering management; Electronics; Engineering education; Computer science; Medical education; Psychology; Engineering; Electrical engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002820978,0.0001058994,0.00008233733,0.00007025827,0.00003927295,0.00001942917,0.00009823199,0.00006563767,0.000155514],"category_scores_gemma":[0.00001682714,0.000115386,0.00002762295,0.0001296987,0.00001351342,0.00008720361,0.00001183505,0.0001010231,0.00006615189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660842,"about_ca_system_score_gemma":0.000004517421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004863374,"about_ca_topic_score_gemma":8.860852e-7,"domain_scores_codex":[0.999467,0.000001309523,0.0001141522,0.0001074306,0.00006336066,0.0002467686],"domain_scores_gemma":[0.999778,0.00001150825,0.00001110984,0.0001552087,0.00001580228,0.00002839136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003270882,0.0001470461,0.0001172706,0.0001503919,0.00007066781,3.129162e-7,0.0003263039,0.1135066,0.8107718,0.007433767,0.03574697,0.0317256],"study_design_scores_gemma":[0.000193235,0.00005609417,0.00001194141,0.00001866554,0.00000605272,0.000002674937,0.0003803442,0.3163318,0.5307837,0.00006877708,0.151925,0.0002217608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4569107,0.01209563,0.3377516,0.0005588935,0.002169185,0.001713442,0.000006987973,0.007557433,0.1812361],"genre_scores_gemma":[0.965653,0.0001004534,0.02773575,0.00006252115,0.0000567693,0.0002501701,0.00001249715,0.00004636407,0.006082488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5087423,"threshold_uncertainty_score":0.4705306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007226937771436339,"score_gpt":0.2233341434700535,"score_spread":0.2161072056986172,"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."}}