{"id":"W2749501311","doi":"10.1071/aj09057","title":"Pipeline routing challenges for upstream PNG LNG project*","year":2010,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Mining and Resource Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Summit Pacific College","funders":"","keywords":"Upstream (networking); Scale (ratio); Environmental resource management; Schedule; Process (computing); Flexibility (engineering); Business; Environmental planning; Computer science; Environmental science; Geography; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.000767928,0.0001060711,0.0001031964,0.00005735822,0.0002169966,0.00006953452,0.0002456018,0.00004190478,0.00001987934],"category_scores_gemma":[0.00004324811,0.00006501448,0.00007313925,0.00004622161,0.00002093287,0.00003263635,0.00003550753,0.0004258147,0.00001489443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001215883,"about_ca_system_score_gemma":0.000008174499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002184864,"about_ca_topic_score_gemma":0.000007570497,"domain_scores_codex":[0.9993508,0.00001726505,0.000175516,0.0000745116,0.0001165939,0.0002652748],"domain_scores_gemma":[0.9996486,0.00006257321,0.00004833483,0.0001729015,0.00002452024,0.00004305136],"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":[0.00004902065,0.0000872339,0.0002139945,0.0002316228,0.0003453427,0.00002689219,0.01550811,0.02039115,0.007695456,0.01415166,0.05214335,0.8891562],"study_design_scores_gemma":[0.0009345511,0.00007690299,0.0003779077,0.0001452219,0.00008189841,0.0003825189,0.006193654,0.1112303,0.001809596,0.0007783123,0.8776506,0.0003385168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7579776,0.003841864,0.03115628,0.008233096,0.003366737,0.0008485555,0.000007042336,0.0006498407,0.193919],"genre_scores_gemma":[0.9960673,0.0002359845,0.001361603,0.00004580648,0.001328842,0.00001199,8.089452e-7,0.00003319919,0.0009144534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8888177,"threshold_uncertainty_score":0.2651214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356781290715244,"score_gpt":0.2406887536501254,"score_spread":0.2171209407429729,"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."}}