{"id":"W4378086025","doi":"10.5539/eer.v13n1p16","title":"A Water Stewardship Evaluation Model for Oil and Gas Operators","year":2023,"lang":"en","type":"article","venue":"Energy and Environment Research","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Fossil fuel; Computer science; Corporate governance; Environmental economics; Greenhouse gas; Environmental science; Stewardship (theology); Stakeholder; Business; Environmental resource management; Accounting; Geology; Engineering; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005412575,0.0009862371,0.0007773186,0.001292412,0.0006620781,0.002744287,0.001573965,0.002187502,0.01041774],"category_scores_gemma":[0.01119385,0.0004320675,0.000817398,0.000972751,0.0009918588,0.002582244,0.001645006,0.00134271,0.0008071024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004717051,"about_ca_system_score_gemma":0.003560788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02376746,"about_ca_topic_score_gemma":0.01369045,"domain_scores_codex":[0.9979907,0.001055077,0.00006275104,0.0003121126,0.000221807,0.0003576642],"domain_scores_gemma":[0.9946919,0.00350937,0.0003891639,0.0001337218,0.0009494466,0.0003263254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001389349,0.00009898534,0.002622104,0.00004894917,0.00002717555,0.00007138001,0.0001354878,0.9555202,0.0003504709,0.02701244,0.001190268,0.01278352],"study_design_scores_gemma":[0.000009285108,0.00004576077,0.0002862073,0.000008852106,0.000007415387,0.000008914578,0.00005943797,0.9940253,0.00007377168,0.005053088,0.0004168669,0.000005058288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2619869,0.0005562815,0.6816079,0.003670128,0.00009693745,0.0008337883,0.001372623,0.0007525463,0.04912282],"genre_scores_gemma":[0.9367718,0.0002196771,0.04991191,0.0001644195,0.00002783123,0.0006326493,0.0003801727,0.00005777163,0.01183374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02376746,"threshold_uncertainty_score":0.04725826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04763308910695768,"score_gpt":0.295849771374545,"score_spread":0.2482166822675874,"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."}}