{"id":"W6986743561","doi":"","title":"Reading the public comment : the keystone XL pipeline and future of environmental writing","year":2014,"lang":"en","type":"dissertation","venue":"Iowa Research Online (The University of Iowa)","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Government (linguistics); State (computer science); Gloom; Geologist; Context (archaeology)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002715784,0.000285464,0.0003826122,0.0003037422,0.001376325,0.0001204719,0.001489789,0.0002033897,0.0003768999],"category_scores_gemma":[0.0002072848,0.0001890681,0.000158996,0.000559369,0.001329627,0.000407281,0.001022056,0.001040738,0.00002744669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424204,"about_ca_system_score_gemma":0.00005794443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132354,"about_ca_topic_score_gemma":0.0008164821,"domain_scores_codex":[0.9972603,0.000247064,0.0003731989,0.0004141137,0.001211794,0.0004935539],"domain_scores_gemma":[0.9978797,0.0005394292,0.000521249,0.0007839783,0.0002455555,0.00003001794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002928866,0.005527795,0.0846729,0.01377793,0.001389489,0.0001681315,0.01524665,0.0003994222,0.01134657,0.06873471,0.1108407,0.6849669],"study_design_scores_gemma":[0.0009539757,0.00004811488,0.1562103,0.000264952,0.0002104732,0.000004314882,0.1479377,0.002282491,0.00009405179,0.0008166844,0.6908128,0.0003642279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9104214,0.0007192158,0.00003325848,0.0851095,0.0002289167,0.001212684,0.00005874447,0.00002816794,0.00218808],"genre_scores_gemma":[0.9940264,0.001043312,0.0000697472,0.0004301585,0.001141538,0.000002976351,0.0007508876,0.00004364761,0.002491397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6846026,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805493794403671,"score_gpt":0.2569366993164313,"score_spread":0.2388817613723946,"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."}}