{"id":"W6931616323","doi":"10.5281/zenodo.8144681","title":"The benefits of certification vary depending upon location. For example, in the United States and Canada, \"only a licensed professional engineer may prepare, sign and seal, and submit engineering plans and drawings to a public authority for approval, or seal engineering work for public and private clients.\"[20] This requirement is enforced under provincial law such as the Engineers Act in Quebec.","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Sign (mathematics); Work (physics); Professional certification (computer technology); Seal (emblem); Professional association; Accreditation","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":[0.01346465,0.0007883928,0.0009047264,0.002826527,0.009971747,0.006778064,0.002957007,0.007708705,0.06237988],"category_scores_gemma":[0.04913564,0.001197181,0.001110135,0.002743418,0.005207367,0.005031308,0.005856959,0.005619901,0.03816373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01205848,"about_ca_system_score_gemma":0.04331325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4844038,"about_ca_topic_score_gemma":0.6464584,"domain_scores_codex":[0.9697937,0.003385356,0.001491784,0.002100961,0.0182948,0.004933372],"domain_scores_gemma":[0.9294696,0.01229854,0.002354969,0.008059521,0.04266442,0.005152953],"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":[0.0001597799,0.0002913731,0.009639251,0.0003387198,0.00004910368,0.0007088181,0.002322383,0.001055196,0.004053501,0.2037744,0.6699146,0.1076928],"study_design_scores_gemma":[0.00007063353,0.0001183621,0.02761004,0.0004237996,0.0000441817,0.0006556342,0.001812172,0.0009654525,0.001258509,0.009460339,0.9573796,0.0002012182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01337968,0.001137666,0.01547872,0.03195611,0.001658485,0.0007002729,0.002853196,0.002078695,0.9307573],"genre_scores_gemma":[0.215956,0.001627664,0.01076156,0.02681839,0.0005319727,0.0007258056,0.003058575,0.0009758546,0.7395442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5155963,"threshold_uncertainty_score":0.9631684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03261728005353973,"score_gpt":0.2396298109008947,"score_spread":0.2070125308473549,"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."}}