{"id":"W2283846652","doi":"","title":"Book Review: \\IEngineer ... Around the World in Fifty Years\\N by C. O. Brawner. Richmond, British Columbia: BiTech Publishers, 2003","year":2004,"lang":"en","type":"article","venue":"Civil engineering","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Media studies; Columbia university; Engineering; Archaeology; History; Sociology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003511319,0.0001247493,0.0002345586,0.00009470564,0.0001747508,0.0006067062,0.0003110095,0.00003642084,0.003426475],"category_scores_gemma":[0.0001397807,0.0001415404,0.00005068772,0.000392541,0.000199188,0.0007792827,0.0000311356,0.0003365946,0.00006145766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001549994,"about_ca_system_score_gemma":0.00007177071,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003055094,"about_ca_topic_score_gemma":0.07465713,"domain_scores_codex":[0.9988058,0.000009084625,0.0002680259,0.0002413155,0.0002890167,0.0003868196],"domain_scores_gemma":[0.9995134,0.00003126122,0.00004328924,0.0002417484,0.00006540016,0.0001049059],"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":[3.479148e-7,0.00002405507,0.00002548039,0.0000951018,0.000006698092,0.0000280093,0.001030067,0.0003650036,0.00002916959,0.0001286113,0.9977003,0.0005672112],"study_design_scores_gemma":[0.0003035915,0.00001911971,0.0002316752,0.0008617822,0.00001311245,0.00001042606,0.0001476577,0.0001263418,0.000002416999,0.00001141137,0.9980835,0.0001889878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01279942,0.9040893,0.0003906022,0.005935832,0.004460836,0.001298358,0.00005573639,0.0005495707,0.07042035],"genre_scores_gemma":[0.1125004,0.01055201,0.0001975142,0.04506636,0.0025647,0.0003663251,0.0001153291,0.000181704,0.8284556],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8935373,"threshold_uncertainty_score":0.9974845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007190663361424404,"score_gpt":0.1818229925824836,"score_spread":0.1746323292210591,"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."}}