{"id":"W4409314245","doi":"10.1016/j.isprsjprs.2025.03.020","title":"Advancements in satellite-based methane point source monitoring: A systematic review","year":2025,"lang":"en","type":"review","venue":"ISPRS Journal of Photogrammetry and Remote Sensing","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Centre For Cold Ocean Resources Engineering","funders":"European Space Agency","keywords":"Satellite; Remote sensing; Environmental science; Methane; Computer science; Geology; Engineering; Aerospace engineering; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004015285,0.0009688428,0.003060961,0.01176912,0.0003965285,0.00199679,0.001644016,0.001269875,0.00490929],"category_scores_gemma":[0.0143969,0.0006023624,0.003891821,0.01045463,0.0006043625,0.002470848,0.001120299,0.0009545644,0.0006233518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256308,"about_ca_system_score_gemma":0.009822753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00518458,"about_ca_topic_score_gemma":0.01509454,"domain_scores_codex":[0.9979407,0.0004327128,0.0008259669,0.0002412009,0.0004740249,0.00008532728],"domain_scores_gemma":[0.9862481,0.009637085,0.00190215,0.0002085129,0.001799307,0.0002048759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001345907,0.00004656505,0.001548916,0.6799605,0.001796741,0.0002529087,0.0003608532,0.0002790297,0.0005710166,0.0009587937,0.007489712,0.3066003],"study_design_scores_gemma":[0.00007107068,0.0003041606,0.00916223,0.6845788,0.01632731,0.001420182,0.0006258346,0.0002148559,0.0005326942,0.00114867,0.2855339,0.00008022502],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003555543,0.9986458,0.0001337206,0.0002731061,0.0000786166,0.00003882703,0.0002083362,0.000005688632,0.000260271],"genre_scores_gemma":[0.001766081,0.9974052,0.0003042353,0.0002241941,0.00005136199,0.0000400288,0.0001397669,0.000002675665,0.00006636183],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01176912,"threshold_uncertainty_score":0.02123511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360746232967875,"score_gpt":0.2845676012308211,"score_spread":0.2709601389011424,"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."}}