{"id":"W4313651415","doi":"10.3368/er.40.4.259","title":"A Review of Restoration Techniques and Outcomes for Rangelands Affected by Oil and Gas Production in North America","year":2022,"lang":"en","type":"review","venue":"Ecological Restoration","topic":"Rangeland and Wildlife Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rangeland; Environmental science; Restoration ecology; Revegetation; Grazing; Arid; Vegetation (pathology); Perennial plant; Environmental restoration; Agroforestry; Ecology; Environmental resource management; Ecological succession; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005210426,0.0001833464,0.0006624209,0.00006597678,0.00008648008,0.00001472611,0.00008806124,0.00009060141,0.0001132566],"category_scores_gemma":[0.0004105569,0.0001308445,0.00006908322,0.000341314,0.0000806604,0.000120922,0.000106048,0.0001374464,0.000002432732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872335,"about_ca_system_score_gemma":0.00001155222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000030998,"about_ca_topic_score_gemma":0.0001990317,"domain_scores_codex":[0.9986425,0.0002676105,0.0004216177,0.0003756883,0.0001675757,0.0001249938],"domain_scores_gemma":[0.9993204,0.0001379234,0.0003536298,0.0001456549,0.000006484786,0.0000359147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007068956,0.0000880579,0.0007277108,0.008327461,0.000007223007,0.000001268578,0.00001668203,0.000001253197,9.658894e-7,0.000002459944,0.01126414,0.9795557],"study_design_scores_gemma":[0.0001042264,0.0002848806,0.001538203,0.001518281,0.00009077889,0.000002268672,0.000004990144,0.000009031674,2.74135e-7,0.00001626828,0.996289,0.0001417733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001346535,0.9962975,0.00001645216,0.0005135175,0.00007490058,0.001272531,0.00003601808,0.00003706408,0.0004054164],"genre_scores_gemma":[0.00003954513,0.9975678,0.0002921286,0.0001181782,0.00002714107,0.001171876,0.0004885921,0.00001028595,0.0002844445],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9850249,"threshold_uncertainty_score":0.5335683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02900094784065245,"score_gpt":0.2977082557903892,"score_spread":0.2687073079497368,"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."}}