{"id":"W2184437147","doi":"10.7939/r3-paa1-0c04","title":"Case Study of Non-Mining Prediction and Control of Acid Rock Drainage — The Vancouver Island Highway Project","year":2003,"lang":"en","type":"article","venue":"","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drainage; Geology; Hydrology (agriculture); Acid mine drainage; Impervious surface; Permeability (electromagnetism); Mining engineering; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001149674,0.0004807706,0.0004104843,0.0007417374,0.002210909,0.001282971,0.001687174,0.001474747,0.001316787],"category_scores_gemma":[0.00306965,0.0003026232,0.0002898106,0.001440186,0.0006538819,0.0003777614,0.0006573748,0.0008727229,0.0002002501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003130674,"about_ca_system_score_gemma":0.0042851,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6341798,"about_ca_topic_score_gemma":0.743342,"domain_scores_codex":[0.9989593,0.0003914098,0.00004712668,0.0001286423,0.00027235,0.0002010716],"domain_scores_gemma":[0.9969469,0.001447566,0.000199521,0.000195001,0.0007566673,0.0004543614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001021399,0.005684331,0.6466365,0.0002982087,0.0003918203,0.02333557,0.002482883,0.2299213,0.003923084,0.003068655,0.0099945,0.07324184],"study_design_scores_gemma":[0.0005187308,0.001811115,0.3584586,0.00008511518,0.0002038021,0.003204445,0.01510258,0.5962439,0.005900788,0.001627042,0.0166812,0.0001627675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948353,0.00007868847,0.001184519,0.0002722028,0.000007043287,0.0001157232,0.0003815611,0.00004250296,0.00308262],"genre_scores_gemma":[0.9938831,0.00008707072,0.002709214,0.00004587289,0.000007047527,0.00003482953,0.000523216,0.00001092735,0.002698815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3658202,"threshold_uncertainty_score":0.7359492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00822655387787749,"score_gpt":0.2281523166676836,"score_spread":0.2199257627898061,"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."}}