{"id":"W4200399168","doi":"10.1088/1748-9326/ac41fb","title":"Geomorphological patterns of remotely sensed methane hot spots in the Mackenzie Delta, Canada","year":2021,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Aeronautics and Space Administration","keywords":"Permafrost; Delta; Physical geography; Plateau (mathematics); Hotspot (geology); Spatial ecology; Wetland; Boreal; Environmental science; Imaging spectrometer; Spatial variability; Common spatial pattern; Land cover; Methane; Geology; Land use; Geography; Spectrometer; Oceanography; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008701039,0.0002304138,0.0002535802,0.00001620987,0.0001411707,0.00002100846,0.0006311846,0.00009136695,0.004112937],"category_scores_gemma":[0.00007292342,0.0001841194,0.00008853675,0.000313615,0.0007262183,0.0001107065,0.0006347515,0.0006777755,0.00008130351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167601,"about_ca_system_score_gemma":0.00004037259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.215807,"about_ca_topic_score_gemma":0.101288,"domain_scores_codex":[0.9956916,0.000748952,0.0003800995,0.0005773654,0.001793789,0.0008081879],"domain_scores_gemma":[0.9987742,0.0003631226,0.0000784349,0.0006138199,0.000001818809,0.0001686154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001431009,0.0006041073,0.7920479,0.00001909385,0.00003250628,0.004601442,0.0006873296,0.01830767,0.1701993,0.00001786507,0.004044859,0.009294751],"study_design_scores_gemma":[0.0005483386,0.00006865911,0.983613,0.00001362932,0.000008619633,0.000126076,0.002184162,0.0006235106,0.007101619,0.00004716685,0.005430781,0.0002344539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962891,0.0000858822,0.0003120992,0.00250208,0.00006252181,0.0002916111,0.00006900795,0.00000635429,0.0003813067],"genre_scores_gemma":[0.9948555,0.0001875649,0.001435668,0.003011757,0.00002781019,0.00002073617,0.0001041459,0.00002564931,0.0003311728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.191565,"threshold_uncertainty_score":0.9967974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373267673202638,"score_gpt":0.2562846285182365,"score_spread":0.2325519517862101,"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."}}