{"id":"W4386370400","doi":"10.1007/978-3-031-32049-1_3","title":"In-Situ Remedies","year":2023,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in applied sciences and technology","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Terrafix Geosynthetics (Canada); University of Toronto","funders":"","keywords":"In situ; Amendment; Mining engineering; Environmental science; Waste management; Engineering; Environmental planning; Biochemical engineering; Geology; Chemistry; Political science; Law","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":[0.0005511421,0.0002243487,0.0003146339,0.0007158312,0.00009685844,0.0000224156,0.000454071,0.0004722196,0.000266648],"category_scores_gemma":[0.00003274489,0.0002035107,0.00002386876,0.0004943319,0.001774216,0.00006195498,0.0007188665,0.0004566815,0.0002513818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000857852,"about_ca_system_score_gemma":0.00001805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004908021,"about_ca_topic_score_gemma":0.001588925,"domain_scores_codex":[0.9983633,0.000003931977,0.00032827,0.0006673689,0.0002843837,0.0003528104],"domain_scores_gemma":[0.9995403,0.00004540921,0.0001267666,0.0002457398,0.000003852438,0.00003797939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003480676,0.00001302621,0.0007954809,0.00002410969,0.000003763533,0.00008480562,0.0001406748,0.000006403993,0.01232599,0.9574814,0.001638718,0.02748209],"study_design_scores_gemma":[0.0002009803,0.00007893173,0.0003088707,0.00009937752,0.000005542814,0.00001042546,0.000104574,0.00003369936,0.00908911,0.7990545,0.1905526,0.0004613996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003491058,0.00019152,0.00002293056,0.00179066,0.0001326847,0.0003371383,0.000001438582,0.0002416734,0.9937909],"genre_scores_gemma":[0.7190228,0.004171929,0.004522364,0.0005403119,0.0001228254,0.0001750011,0.000005134877,0.00007672312,0.2713629],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.722428,"threshold_uncertainty_score":0.8298924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353948519252419,"score_gpt":0.2332694849725849,"score_spread":0.2197299997800607,"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."}}