{"id":"W4384270696","doi":"10.5281/zenodo.8144682","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":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Seal (emblem); Sign (mathematics); Engineering; Civil engineering; Professional certification (computer technology); Archaeology; Architectural engineering; Political science; Geography; Law; Mathematics","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":[0.007777059,0.0004835095,0.0005249117,0.001469299,0.01151729,0.006361138,0.001935416,0.004982868,0.04178753],"category_scores_gemma":[0.02349295,0.0008043239,0.0005751005,0.001878866,0.006003804,0.004103807,0.005720173,0.004634031,0.01731421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01212841,"about_ca_system_score_gemma":0.02904945,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5110238,"about_ca_topic_score_gemma":0.7190152,"domain_scores_codex":[0.9821618,0.00297708,0.0008476974,0.001332671,0.009060272,0.003620507],"domain_scores_gemma":[0.9777333,0.005077482,0.0008588827,0.002451112,0.01220942,0.001669776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008929147,0.0001265834,0.005280911,0.0002046849,0.00002197045,0.0005236178,0.006865002,0.0004926737,0.001674156,0.5005623,0.4025705,0.08158834],"study_design_scores_gemma":[0.00002918218,0.00005954328,0.01696967,0.0002386863,0.00001903027,0.0003552917,0.005262475,0.0003895331,0.0006106944,0.01372103,0.9622414,0.0001034413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01129627,0.0008497811,0.004778927,0.01766049,0.0005696793,0.0001713443,0.0007058659,0.0003774518,0.9635902],"genre_scores_gemma":[0.3451486,0.001270387,0.004058234,0.01632281,0.0002922401,0.0003222809,0.0007705056,0.0003499364,0.631465],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9582125,"threshold_uncertainty_score":0.9837117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06485170439808452,"score_gpt":0.2516576110891888,"score_spread":0.1868059066911043,"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."}}