{"id":"W4400007540","doi":"10.1139/facets-2023-0134","title":"Seasonal patterns and key chemical predictors of dissolved greenhouse gases in small prairie pothole ponds","year":2024,"lang":"en","type":"article","venue":"FACETS","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Pothole (geology); Environmental science; Key (lock); Greenhouse gas; Environmental chemistry; Hydrology (agriculture); Ecology; Chemistry; Biology; Engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001101637,0.00009324602,0.000135989,0.00003718492,0.00001486546,0.0000399391,0.00008363361,0.00004928942,0.0005596167],"category_scores_gemma":[0.00002082592,0.00007459072,0.00003129714,0.00008908291,0.00003020377,0.0001166885,0.00002601853,0.0000856393,0.00001907594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002854103,"about_ca_system_score_gemma":0.00003160251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006110621,"about_ca_topic_score_gemma":0.04201336,"domain_scores_codex":[0.9993398,0.00002648589,0.0001580762,0.0001897246,0.0001146328,0.0001712474],"domain_scores_gemma":[0.9997219,0.00007252712,0.00002256938,0.0000844141,0.000009060574,0.00008950292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001934323,0.00001310001,0.9908617,0.0001698622,0.00001256855,0.00003294917,0.0002132258,0.0000216993,0.0001785049,0.00001819938,0.0004695103,0.007989401],"study_design_scores_gemma":[0.0001961811,0.0001051355,0.9783006,0.0001382209,0.0000111112,0.0000254616,0.0001496578,0.0151093,0.0005443874,0.00007211605,0.005216205,0.0001315796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959737,0.0006607962,0.00001860308,0.0001518758,0.0001436225,0.00009012431,0.0004718814,0.00003944639,0.00244996],"genre_scores_gemma":[0.9992877,0.00003108299,0.00002837254,0.00002581202,0.00006593239,0.00000138606,0.0001359324,0.000003616958,0.0004201818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03590274,"threshold_uncertainty_score":0.9754674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121519336891905,"score_gpt":0.1990042655521631,"score_spread":0.187789072183244,"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."}}