{"id":"W2949689703","doi":"10.4324/9780203788448-7","title":"French-Canadian Engineers","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004443721,0.0003348239,0.0002706147,0.0003204782,0.00007872442,0.00009491533,0.0004147207,0.0003637826,0.004545375],"category_scores_gemma":[0.00001310278,0.0003223089,0.0001268748,0.000007484473,0.00004118001,0.00006425803,0.00002720551,0.0005828842,0.0009547386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046234,"about_ca_system_score_gemma":0.00007035799,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006297507,"about_ca_topic_score_gemma":0.03915265,"domain_scores_codex":[0.9990368,6.787538e-7,0.0001462957,0.0001872343,0.0002047518,0.0004242135],"domain_scores_gemma":[0.9989601,0.00001650012,0.00001216623,0.0005631284,0.0000351063,0.0004129681],"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":[0.000001816376,0.000001711601,0.00001121693,0.0008199523,0.0008287121,0.0006101399,0.0001783006,0.0462079,0.0001186317,0.2480218,0.4202637,0.2829361],"study_design_scores_gemma":[0.00007020144,0.000009444026,0.0001436072,0.00007608147,0.00001364585,0.00001530181,4.158562e-7,0.009149371,0.00001892463,0.002887557,0.9871193,0.0004962045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001851564,0.0008594018,0.0001210991,0.00004586982,0.0008380645,0.0001086161,0.0000688947,0.0004062113,0.9975333],"genre_scores_gemma":[0.04323278,0.000349089,0.0001675769,0.00001086577,0.0003432883,0.000005082603,0.00005791399,0.000125698,0.9557077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5668555,"threshold_uncertainty_score":0.9999229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239472051968357,"score_gpt":0.1971257746464611,"score_spread":0.1847310541267775,"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."}}