{"id":"W8458371","doi":"10.1007/978-1-4471-4252-2_8","title":"Selected Field Experience","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Engineering and Materials Science Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Field (mathematics); Mathematics; Pure mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002840074,0.0001960579,0.0001823662,0.00005040556,0.00002983591,0.00001836312,0.0001168591,0.0001343606,0.001547776],"category_scores_gemma":[0.00001067629,0.0001744566,0.00003180097,0.00002044735,0.00002159199,0.00006072264,0.00003131832,0.0001168732,0.0003068555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001955257,"about_ca_system_score_gemma":0.000004885425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003082269,"about_ca_topic_score_gemma":0.000003440498,"domain_scores_codex":[0.9994356,7.506294e-7,0.0001260123,0.0001106074,0.0001038229,0.000223209],"domain_scores_gemma":[0.9997186,0.00002294077,0.00001128232,0.0001617258,0.0000266255,0.00005882385],"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":[0.00001688451,0.00002828509,0.00005372312,0.001519622,0.0006791062,0.00005513949,0.006676218,0.005646835,0.1244675,0.3125356,0.4487163,0.09960474],"study_design_scores_gemma":[0.00006463943,0.00002956314,0.00003084264,0.00009865801,0.00002527296,0.00001168779,0.00001579736,0.0003196493,0.02719915,0.0005012185,0.9709775,0.0007259749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002426722,0.002636456,0.001608856,0.00001320167,0.001291935,0.00006440804,0.000004103646,0.0009540978,0.9931843],"genre_scores_gemma":[0.1379754,0.003562905,0.001838185,0.00007450815,0.0007408402,0.00003065436,0.000009612669,0.0001131852,0.8556547],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5222612,"threshold_uncertainty_score":0.999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01048716668232115,"score_gpt":0.1937633895278869,"score_spread":0.1832762228455658,"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."}}