{"id":"W7009918226","doi":"","title":"Feature Story: Engineering and Applied Science graduate recognized with ACAA Lifetime Achievement award","year":2021,"lang":"en","type":"other","venue":"oURspace (University of Regina)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Feature (linguistics); Graduate students; Science and engineering; Work (physics); Feature engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001239379,0.0004877214,0.0003997093,0.0004937812,0.01378207,0.006196891,0.001354085,0.00587629,0.1462247],"category_scores_gemma":[0.003494636,0.0003043047,0.0004885359,0.0004295238,0.001163159,0.003221222,0.004342397,0.01126707,0.07387084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002499054,"about_ca_system_score_gemma":0.005454836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0253877,"about_ca_topic_score_gemma":0.09651542,"domain_scores_codex":[0.9988813,0.0001321515,0.00002180853,0.000117629,0.0004475445,0.0003996309],"domain_scores_gemma":[0.9969015,0.0001677379,0.00002860507,0.00007781792,0.0006272412,0.002197064],"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":[0.000004500363,0.00002634249,0.0001570217,0.000003097609,5.388271e-7,0.00008174656,0.0001304345,0.000006370105,0.00002312052,0.0008300771,0.9948552,0.003881597],"study_design_scores_gemma":[0.000003781788,0.00001857974,0.0004682604,0.00002122438,0.000001198398,0.0001315961,0.001312691,0.00003792188,0.00005842539,0.0005559566,0.9973816,0.000008682312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.005405588,0.0009150293,0.0007055845,0.5005752,0.03716421,0.00009109289,0.001217004,0.000933544,0.4529927],"genre_scores_gemma":[0.009055577,0.0003093078,0.0001354697,0.07343873,0.001676494,0.00004095969,0.0003415039,0.0002595753,0.9147424],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1462247,"threshold_uncertainty_score":0.4891704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121366659661073,"score_gpt":0.1946831412389997,"score_spread":0.1825464752728924,"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."}}