{"id":"W2328908000","doi":"10.3997/2214-4609.201412822","title":"LP and ML Sparse Spike Inversion for Reservoir Characterization - A Case Study from Blackfoot Area, Alberta, Canada","year":2015,"lang":"en","type":"article","venue":"Proceedings","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inversion (geology); Reservoir modeling; Seismic inversion; Geology; Algorithm; Computer science; Mathematics; Seismology; Petroleum engineering; Tectonics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003662451,0.0003825573,0.0002533737,0.0008760982,0.001241385,0.0009379074,0.0008033293,0.0004968087,0.001499159],"category_scores_gemma":[0.001057517,0.0001757117,0.000241585,0.001612623,0.0006110432,0.0003402652,0.0003983021,0.0003994607,0.0001869222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005263928,"about_ca_system_score_gemma":0.01202413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9518544,"about_ca_topic_score_gemma":0.9719049,"domain_scores_codex":[0.9996973,0.00002013381,0.000008143186,0.00003195053,0.0001652424,0.00007724413],"domain_scores_gemma":[0.9994967,0.00009369275,0.00001777534,0.00002094138,0.0003222229,0.00004872839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008333293,0.0003886092,0.2141127,0.0003227744,0.0001386162,0.005819496,0.00198865,0.423518,0.03326648,0.006624932,0.009352243,0.3036342],"study_design_scores_gemma":[0.00007112761,0.00009222892,0.1136539,0.00003071181,0.00005045262,0.0003150604,0.003233355,0.8651556,0.01019568,0.001336627,0.005792821,0.00007240111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967541,0.0001628619,0.01875712,0.0003777192,0.00001333942,0.00008134002,0.001089173,0.0003317317,0.01164567],"genre_scores_gemma":[0.9789671,0.0001052589,0.01525535,0.00003310913,0.000004316102,0.00001396651,0.0007915311,0.00003453898,0.004794798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04814559,"threshold_uncertainty_score":0.0968582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03664140531195815,"score_gpt":0.2217883413642995,"score_spread":0.1851469360523413,"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."}}