{"id":"W4300582967","doi":"10.2118/9781613994580-06","title":"Tight Gas and Tight Oil Development","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Forensic Fingerprint Detection Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Tight oil; Petroleum engineering; Unconventional oil; Fossil fuel; Geology; Engineering; Waste management; Paleontology; Hydraulic fracturing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004505537,0.0009993021,0.0004213184,0.001603054,0.0007480087,0.002530212,0.0007567082,0.001299092,0.03293503],"category_scores_gemma":[0.001342987,0.0003361851,0.0002861393,0.001717556,0.001437064,0.003416104,0.001553096,0.001796352,0.01360906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134177,"about_ca_system_score_gemma":0.001178918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116143,"about_ca_topic_score_gemma":0.005213274,"domain_scores_codex":[0.9995984,0.00006570773,0.00001062348,0.00006653275,0.0002310496,0.00002767492],"domain_scores_gemma":[0.9996916,0.0001630011,0.00001608597,0.00003071135,0.00007691759,0.00002177694],"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":[0.00001473915,0.00003391284,0.0001898682,0.0003557416,0.000007617517,0.00006289224,0.0002956986,0.0007767241,0.0008779549,0.2792926,0.1417398,0.5763524],"study_design_scores_gemma":[0.00000114375,0.000008669592,0.0002690044,0.0002872779,0.000003476033,0.0001381824,0.0001920214,0.0005842943,0.0008353757,0.09254456,0.9051249,0.00001107206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001710809,0.102912,0.08885185,0.005045012,0.00518335,0.0000812893,0.0004105428,0.0006051925,0.7952],"genre_scores_gemma":[0.01430217,0.06161333,0.02630794,0.001538227,0.001583215,0.00007989012,0.0003993337,0.0003791522,0.8937967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03293503,"threshold_uncertainty_score":0.1101786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694683719986501,"score_gpt":0.3038811311122975,"score_spread":0.2669342939124325,"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."}}