{"id":"W7116084810","doi":"10.82417/6ttc-7v22","title":"Well cementing and reducing leakage","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nuclear decommissioning; Leakage (economics); Fluid mechanics; Process (computing); Greenhouse gas; Fugitive emissions","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004445995,0.0005504888,0.0005663048,0.0008015115,0.000128754,0.0001699521,0.0003090362,0.000390041,0.008325323],"category_scores_gemma":[0.0001784173,0.000592539,0.0001031508,0.0004390152,0.0001111274,0.00007482654,0.0003796699,0.0005092663,0.01125539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001337511,"about_ca_system_score_gemma":0.0001367545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000861868,"about_ca_topic_score_gemma":0.0008209205,"domain_scores_codex":[0.9976682,0.0001349075,0.0002573373,0.0009188189,0.0003862665,0.0006344425],"domain_scores_gemma":[0.9985489,0.000079324,0.0003985659,0.0007996372,0.00003516719,0.0001384605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001512232,0.00003462046,0.0002559395,0.0003198433,0.0001703467,0.00004002364,0.0002982739,0.00001042888,0.001609797,0.0006992857,0.9953346,0.00121177],"study_design_scores_gemma":[0.0005522828,0.00001556636,0.0001202977,0.001677625,0.0001483137,0.000005174046,0.0002351752,0.00008329102,0.0005566614,0.0000242187,0.996031,0.0005503221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004173376,0.003649131,0.00007880016,0.0003671002,0.00069939,0.0005718772,0.0001290877,0.0008192489,0.993268],"genre_scores_gemma":[0.002129868,0.0001656169,0.001597937,0.0001092796,0.0005979791,0.00002224513,0.00005988586,0.001463764,0.9938534],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.003483514,"threshold_uncertainty_score":0.9996526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053185973138038,"score_gpt":0.255524443891043,"score_spread":0.2449925841596626,"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."}}