{"id":"W2524866644","doi":"10.3968/8596","title":"Shallow Gas Well Cementing and Channeling Prevention Technology","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Petroleum engineering; Civil engineering; Forensic engineering; Construction engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001270333,0.0001107794,0.0001054853,0.0002074413,0.00004791385,0.00001824674,0.00003526066,0.00004557322,0.000007156708],"category_scores_gemma":[0.00001208867,0.00009438123,0.000006700286,0.00009376062,0.00001671902,0.0005026723,0.00002502252,0.00005469888,0.00001168963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004324955,"about_ca_system_score_gemma":0.000007242945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.144686e-7,"about_ca_topic_score_gemma":0.00002125783,"domain_scores_codex":[0.9993727,0.000005453788,0.000211544,0.0001601621,0.00007299131,0.0001771558],"domain_scores_gemma":[0.9998541,0.00001836916,0.0000239008,0.00005791392,0.00001250613,0.00003321204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008774986,0.00001814583,0.004985763,0.0001468005,0.00001811163,0.000004550671,0.0006868221,0.2027713,0.003966395,0.001119331,0.00001046515,0.7862635],"study_design_scores_gemma":[0.003677018,0.0001462049,0.0009511281,0.001978125,0.00001448079,0.00002648358,0.002278325,0.6063354,0.0780405,0.012003,0.2931734,0.001375911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08545686,0.004691797,0.9079083,0.0002177722,0.0003115252,0.00008845996,4.24296e-7,0.000297223,0.001027626],"genre_scores_gemma":[0.9824138,0.008467171,0.008888433,0.000007961131,0.00002798227,0.00005805008,0.000003557475,0.00001575399,0.0001172383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8990199,"threshold_uncertainty_score":0.3848755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009296090608777459,"score_gpt":0.2127274205360197,"score_spread":0.2034313299272422,"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."}}