{"id":"W3119834340","doi":"10.2118/0520-0070-jpt","title":"Technology Focus: Cementing and Zonal Isolation (May 2020)","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Isolation (microbiology); Exhibition; Session (web analytics); Diversity (politics); Construction engineering; Computer science; Key (lock); Engineering; Engineering management; Political science; Computer security; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001507273,0.0001323358,0.0002676611,0.0005494199,0.0000495023,0.00001751018,0.0001970101,0.0002420598,0.00003370061],"category_scores_gemma":[0.0001129047,0.0001259543,0.00004890953,0.0004975358,0.00009045894,0.0001736521,0.00006910873,0.0005919237,0.00000838593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003790786,"about_ca_system_score_gemma":0.00001491801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.883279e-7,"about_ca_topic_score_gemma":0.000001111062,"domain_scores_codex":[0.9991039,0.00001013556,0.0004270308,0.0001366443,0.0001222626,0.0002000237],"domain_scores_gemma":[0.9995502,0.00001229703,0.0001717705,0.0001102409,0.00009849246,0.00005701612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007352811,0.00006740386,0.02583085,0.00017178,0.0003160461,0.0001542525,0.000259898,0.001117726,0.3492697,0.004738479,0.01341475,0.6045855],"study_design_scores_gemma":[0.002199861,0.002514694,0.001215951,0.0001654191,0.0001816397,0.002866999,0.001718541,0.01298719,0.7599729,0.0462029,0.1691844,0.0007894519],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8930069,0.005528489,0.03731485,0.06138807,0.0004233625,0.00008705844,0.000003736338,0.001387777,0.0008597288],"genre_scores_gemma":[0.9846627,0.0005466475,0.01442195,0.00006075855,0.0002566887,0.000003864126,4.302418e-7,0.00002188368,0.00002508827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6037961,"threshold_uncertainty_score":0.5136269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006050745368412151,"score_gpt":0.2065160477671887,"score_spread":0.2004653023987765,"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."}}