{"id":"W7081946901","doi":"10.25675/3.03303","title":"Controlled testing of next generation leak detection and quantification solutions to evaluate performance and develop consensus assessment metrics","year":2025,"lang":"en","type":"other","venue":"Colorado State University","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leak; Methane; Leak detection; Acceptance testing; Continuous monitoring; Greenhouse gas","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":[0.01748386,0.001235672,0.0006076327,0.001461644,0.0008037163,0.00138811,0.002839001,0.00143711,0.002722914],"category_scores_gemma":[0.02233813,0.000471668,0.0007696516,0.0007313552,0.001243571,0.002187617,0.002063417,0.0009647543,0.0009289162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002254252,"about_ca_system_score_gemma":0.002695392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003568832,"about_ca_topic_score_gemma":0.004977678,"domain_scores_codex":[0.9872869,0.003516139,0.000866032,0.001601163,0.005903291,0.0008265777],"domain_scores_gemma":[0.9788265,0.00398262,0.002293504,0.002718948,0.01150925,0.000669235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002676316,0.004478524,0.05743982,0.001539562,0.0003696664,0.0004671194,0.002087741,0.09587489,0.4554898,0.009511751,0.009861461,0.3602033],"study_design_scores_gemma":[0.0006210765,0.01722269,0.03207522,0.0003807638,0.000303906,0.0003882101,0.002245501,0.2559074,0.6454349,0.005578287,0.03946553,0.0003766161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.4777128,0.0004904508,0.5001401,0.000637816,0.0002597362,0.006273261,0.001101029,0.003358076,0.01002678],"genre_scores_gemma":[0.7064958,0.0002321985,0.2825092,0.0004778217,0.00003414973,0.005295677,0.001185033,0.0002501398,0.003519994],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01748386,"threshold_uncertainty_score":0.09246457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07005774383698825,"score_gpt":0.254007166457778,"score_spread":0.1839494226207897,"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."}}