{"id":"W4403040591","doi":"10.1007/978-3-031-60415-7_17","title":"James A. Vance (1892–1981): from Punkeydoodles Corners to National Prominence","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004989243,0.000568123,0.0002732724,0.001151819,0.002338544,0.003267084,0.0007548702,0.001563204,0.01969288],"category_scores_gemma":[0.001315019,0.0004113714,0.0001571711,0.001621227,0.002292145,0.005999073,0.001365451,0.002850477,0.005081199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003251074,"about_ca_system_score_gemma":0.002747888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02663508,"about_ca_topic_score_gemma":0.09843707,"domain_scores_codex":[0.9996716,0.00006531417,0.00002118232,0.00007864655,0.0001131838,0.00004999222],"domain_scores_gemma":[0.9996899,0.0001037678,0.00002980368,0.0000150877,0.0001132753,0.00004806986],"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":[0.00002643102,0.00001838989,0.0004136251,0.0001426317,0.000004442635,0.0001426256,0.004857253,0.0001054863,0.0002462732,0.1707819,0.7376195,0.08564153],"study_design_scores_gemma":[0.000001122338,0.000003129332,0.0003680837,0.0001600364,9.733645e-7,0.00005634713,0.0004493971,0.0000132691,0.00009907212,0.00550152,0.9933421,0.000005045742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005215916,0.2143635,0.003758233,0.05355059,0.01567664,0.00004785394,0.0003756781,0.00008631652,0.7069253],"genre_scores_gemma":[0.049986,0.05631391,0.0019509,0.007871863,0.001258563,0.00004803642,0.0001563087,0.000201869,0.8822125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02663508,"threshold_uncertainty_score":0.06587923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648228120658271,"score_gpt":0.2146618320298282,"score_spread":0.1981795508232455,"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."}}