{"id":"W4411404369","doi":"10.1071/ep24404","title":"Session 7. Oral Presentation for: A novel way to achieve early commercialisation of tight-sand and shale gas fields: small-scale modularised liquefied natural gas","year":2025,"lang":"en","type":"article","venue":"Australian Energy Producers journal.","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Directional drilling; Hydraulic fracturing; Natural gas; Productivity; Unconventional oil; Production (economics); Oil shale; Shale gas; Drilling; Petroleum engineering; Geology; Environmental science; Engineering; Waste management; Economics; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002329012,0.001374054,0.000516136,0.0006916489,0.003093204,0.005531037,0.001563177,0.005874148,0.4837554],"category_scores_gemma":[0.002204276,0.0004001929,0.001276264,0.0002802508,0.0005192957,0.003596255,0.005933383,0.004549885,0.3016328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432048,"about_ca_system_score_gemma":0.002979039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357612,"about_ca_topic_score_gemma":0.003990008,"domain_scores_codex":[0.9989865,0.0001397565,0.00002959694,0.000176915,0.0003616397,0.000305484],"domain_scores_gemma":[0.9983355,0.00009854292,0.00006709676,0.00006282237,0.0005969283,0.0008390235],"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":[0.0002287705,0.0001393214,0.0001589139,0.0002290787,0.000008175017,0.0001558797,0.0001908136,0.00009203808,0.002050932,0.002815288,0.9666986,0.02723219],"study_design_scores_gemma":[0.00003958136,0.000126286,0.0004317182,0.0000951147,0.00000511523,0.00006257591,0.0002583718,0.00009505513,0.0006076263,0.001154342,0.9971103,0.00001387543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008208077,0.003485925,0.008877622,0.04290069,0.1237485,0.003444368,0.005794742,0.003250296,0.8002897],"genre_scores_gemma":[0.01670825,0.001174267,0.002766832,0.004842791,0.0118244,0.0008548739,0.002556996,0.0006489041,0.9586227],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4837554,"threshold_uncertainty_score":0.7363603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733974609186788,"score_gpt":0.2592137989951515,"score_spread":0.2418740529032836,"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."}}