{"id":"W2163369582","doi":"10.1190/tle31091090.1","title":"Strategies in geophysics for estimation of unconventional resources","year":2012,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Microseism; Unconventional oil; Resource (disambiguation); Geology; Tight oil; Geophysics; Exploration geophysics; Inversion (geology); Computer science; Petroleum engineering; Seismology; Oil shale; Tectonics; Paleontology","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":[0.001153872,0.001081326,0.0005453793,0.001850902,0.0003646811,0.001692149,0.0009069182,0.000840923,0.002854141],"category_scores_gemma":[0.004884594,0.0003571408,0.0003003164,0.001316369,0.001214193,0.002341812,0.001799232,0.001432302,0.001137466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006394647,"about_ca_system_score_gemma":0.0013882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00292552,"about_ca_topic_score_gemma":0.003984794,"domain_scores_codex":[0.9996455,0.0001474255,0.00001710942,0.00006397785,0.000108774,0.00001715278],"domain_scores_gemma":[0.9989415,0.0005948315,0.0001261877,0.0001151548,0.0001846234,0.00003776527],"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":[0.00009617074,0.00009686615,0.01147205,0.0002573051,0.0000962524,0.0002041186,0.000328757,0.221158,0.02015059,0.281881,0.004349733,0.4599092],"study_design_scores_gemma":[0.00002675568,0.00005189025,0.00390887,0.0001267091,0.00001773577,0.0001317753,0.0003270454,0.741098,0.005925086,0.2348085,0.01351521,0.0000624155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009464839,0.0005771357,0.9844491,0.001116654,0.00002395224,0.0000250829,0.0001129148,0.0003230073,0.003907324],"genre_scores_gemma":[0.2798894,0.001996621,0.7128659,0.0002708391,0.0001325557,0.0001934015,0.0004297188,0.0001838206,0.004037734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00292552,"threshold_uncertainty_score":0.009548068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583915070341143,"score_gpt":0.260838280704421,"score_spread":0.2349991300010096,"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."}}