{"id":"W7053266986","doi":"","title":"UND professor is ‘featured engineer’ in Web-based electrical engineering mag","year":2015,"lang":"en","type":"article","venue":"UND Scholarly Commons (University of North Dakota)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pace; Globe; Face (sociological concept); Electrical engineering technology; Wireless; Telecommunications engineering; Crunch; Emerging technologies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009574891,0.0005064867,0.0004285456,0.0007132429,0.002121048,0.002520784,0.0004424974,0.001881838,0.1206433],"category_scores_gemma":[0.002788085,0.0003096029,0.0002209859,0.0006472178,0.0008094469,0.002255134,0.001194219,0.002408918,0.06441251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00214182,"about_ca_system_score_gemma":0.004046159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00521343,"about_ca_topic_score_gemma":0.01465531,"domain_scores_codex":[0.9989709,0.00009448535,0.00005820324,0.0001852514,0.0005282419,0.0001628726],"domain_scores_gemma":[0.9961098,0.0003169532,0.0001217385,0.0001524804,0.001896788,0.001402229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001501533,0.00003601131,0.000985998,0.0001077221,0.000002295567,0.0001058732,0.0002485674,0.00007973239,0.0008436121,0.003770029,0.9421538,0.05165149],"study_design_scores_gemma":[0.000001168367,0.00001573514,0.000772256,0.00003743625,0.000001442046,0.0002018236,0.0002470962,0.00009285791,0.0003196925,0.0002807475,0.9980241,0.000005625785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009840166,0.0224384,0.007574167,0.3871419,0.05554869,0.0001281644,0.001024238,0.001883036,0.5144212],"genre_scores_gemma":[0.02489074,0.009622594,0.001820085,0.01755608,0.003736618,0.0000448772,0.0002543909,0.0002209004,0.9418537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8793567,"threshold_uncertainty_score":0.403592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938095951785081,"score_gpt":0.209502328911225,"score_spread":0.1901213693933742,"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."}}