{"id":"W2020159932","doi":"10.1002/btpr.15","title":"A survey of bioengineering research in Canada‐2007","year":2008,"lang":"en","type":"review","venue":"Biotechnology Progress","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Theme (computing); Engineering ethics; Key (lock); Biotechnology; Library science; Engineering; Biology; Computer science; Ecology; World Wide Web","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003689461,0.000283941,0.0009827223,0.001014532,0.00001917223,0.000004636545,0.000550291,0.0009354747,0.000007925887],"category_scores_gemma":[0.00007531828,0.0002631508,0.0000587819,0.002236464,0.0002270021,0.00002142997,0.00009348315,0.00117074,0.0000122465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008068845,"about_ca_system_score_gemma":0.001026452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1835174,"about_ca_topic_score_gemma":0.1382536,"domain_scores_codex":[0.9982663,0.00006486916,0.0005603157,0.0002732399,0.0002670891,0.0005681625],"domain_scores_gemma":[0.9992104,0.0001644548,0.00004938146,0.00044499,0.00005185474,0.00007898668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.233837e-7,0.0000190957,0.00007397856,0.01448534,0.00005234148,0.00003591723,0.000005809792,0.00002818486,5.705701e-7,0.00002655804,0.001738897,0.9835328],"study_design_scores_gemma":[0.00006966181,0.00002029579,0.0005587954,0.005770375,0.00001123178,0.00005622006,0.000006049254,0.0008120203,0.00003032382,0.000002297355,0.9923479,0.0003148396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003198728,0.9980708,0.00003666091,0.00002878254,0.0009084032,0.0003329322,0.00005683254,0.0002105197,0.00003515048],"genre_scores_gemma":[0.00266741,0.9967608,0.0002348093,6.242492e-7,0.0000491394,0.0001297002,0.0000847466,0.00006589739,0.000006856159],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.990609,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09271617072228525,"score_gpt":0.3403566590774447,"score_spread":0.2476404883551595,"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."}}