{"id":"W2185642491","doi":"","title":"Seismic Porosity Prediction in the Montney: A Quantitative Interpretation Case Study","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Interpretation (philosophy); Seismology; Petroleum engineering; Computer science","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":[0.0007900161,0.0004065977,0.0001709235,0.001259553,0.000849643,0.001419061,0.0007542457,0.0004714734,0.001806719],"category_scores_gemma":[0.002099451,0.0001438726,0.0001935443,0.001150245,0.001311372,0.0004290888,0.0006063213,0.0003742373,0.000141662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003069879,"about_ca_system_score_gemma":0.001814069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.223886,"about_ca_topic_score_gemma":0.4349591,"domain_scores_codex":[0.9996617,0.0000629186,0.00001519932,0.00004129846,0.0001801841,0.00003871518],"domain_scores_gemma":[0.9988832,0.0005301505,0.0001075431,0.0000709017,0.0003517413,0.00005647679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.001068688,0.0003153469,0.4263661,0.0003623185,0.0001035756,0.007549058,0.008389584,0.3259127,0.05887675,0.01207376,0.003524862,0.1554573],"study_design_scores_gemma":[0.00006744776,0.0003823225,0.2680527,0.0001269584,0.00009149192,0.001688867,0.01392334,0.669552,0.03128444,0.005936765,0.008757237,0.0001364295],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979503,0.00007521936,0.009197643,0.0002815014,0.000004342339,0.00004952303,0.0003530928,0.000230659,0.01030497],"genre_scores_gemma":[0.9932902,0.00003733533,0.005583898,0.00001236909,0.000002711248,0.000006158305,0.0001254823,0.00001952655,0.0009222786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223886,"threshold_uncertainty_score":0.4451656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102145943864549,"score_gpt":0.2455126224624505,"score_spread":0.2352980280759956,"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."}}