{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001896105,0.0003360959,0.0002385144,0.0008229449,0.0002894494,0.0008869091,0.0003540173,0.0004534015,0.002014912],"category_scores_gemma":[0.0003424239,0.0002089769,0.0002372834,0.0008292514,0.000650125,0.001215891,0.000376895,0.0003459406,0.0003647171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005068501,"about_ca_system_score_gemma":0.0007676387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018588,"about_ca_topic_score_gemma":0.003648414,"domain_scores_codex":[0.9996811,0.00003173859,0.00001467922,0.00003778501,0.00019279,0.00004187496],"domain_scores_gemma":[0.9998186,0.00005083939,0.00004923929,0.0000152488,0.00004888029,0.00001719847],"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":[0.0002452497,0.0001262576,0.01075283,0.001824848,0.00002943618,0.0009673412,0.0008673796,0.02018185,0.446402,0.0419319,0.002500296,0.4741705],"study_design_scores_gemma":[0.00003454927,0.002004878,0.05464202,0.0005460426,0.0002035486,0.005156769,0.002738046,0.05618015,0.692068,0.02866546,0.1575297,0.0002308462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5894474,0.058427,0.2621417,0.001528672,0.0002931485,0.0003103251,0.0004165837,0.001073222,0.08636197],"genre_scores_gemma":[0.9319014,0.01765325,0.03764727,0.0001416353,0.00005045337,0.00003638757,0.0001121343,0.00002527324,0.01243222],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002014912,"threshold_uncertainty_score":0.00674051,"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."}}