{"id":"W2970248671","doi":"10.36487/acg_rep/1915_54_erickson","title":"A case study of seed-use technology development for Pilbara mine site rehabilitation","year":2019,"lang":"en","type":"article","venue":"Mine closure","topic":"Rangeland and Wildlife Management","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"Department of Industry, Innovation and Science, Australian Government; Brigham Young University","keywords":"Rehabilitation; Mining engineering; Computer science; Geology; Environmental science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001995238,0.0001027786,0.000154372,0.0000725902,0.00004849091,0.000008306675,0.00009432783,0.0000466731,0.00009792732],"category_scores_gemma":[0.00003797414,0.00008539586,0.00003102714,0.0002309736,0.00003811073,0.00008249417,0.0001162707,0.00004116134,0.00008822023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004780364,"about_ca_system_score_gemma":0.000005318934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002427233,"about_ca_topic_score_gemma":0.0006630902,"domain_scores_codex":[0.9991931,0.00001927912,0.0002321529,0.000260135,0.0001500497,0.0001453117],"domain_scores_gemma":[0.9995556,0.00006624954,0.00007488055,0.0002595744,0.00001455495,0.00002911812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003068946,0.0004642832,0.9923936,0.00003983122,0.00001969749,0.00004275035,0.002133305,0.0004868132,0.0008864437,0.00000660133,0.002205667,0.001290336],"study_design_scores_gemma":[0.00267618,0.002083095,0.9312186,0.00002469234,0.00003618841,0.00005361861,0.005932381,0.0003933863,0.000344865,0.00003458907,0.05696151,0.0002409187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980733,0.00001284357,0.00005918306,0.0003530656,0.00006110338,0.001159802,0.000005722608,0.00002712428,0.0002477881],"genre_scores_gemma":[0.9936965,4.235301e-7,0.003855208,0.00004491536,0.00001120126,0.00009404912,0.000008411616,0.000009886717,0.002279387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06117501,"threshold_uncertainty_score":0.3482342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058029251571909,"score_gpt":0.2280545043045375,"score_spread":0.2174742117888184,"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."}}