{"id":"W2103438713","doi":"10.51847/jgla2re","title":"10.51847/JGla2rE","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sulfate; Sulfate-reducing bacteria; Chemistry; Sulfide; Bacteria; Environmental chemistry; Biology; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007538014,0.00006140518,0.0000566199,0.00001659632,0.00004452749,0.00001151048,0.000134993,0.00003176128,0.9987457],"category_scores_gemma":[0.000009692151,0.00005335804,0.00002395183,0.0001259094,0.00002778372,0.00007280306,0.00004001379,0.00003371857,0.9891688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002755448,"about_ca_system_score_gemma":0.000002056286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003136691,"about_ca_topic_score_gemma":2.745949e-7,"domain_scores_codex":[0.9995365,0.00001348194,0.00007861228,0.0001334567,0.0001085309,0.0001293792],"domain_scores_gemma":[0.9997453,0.000008933948,0.00001168125,0.000155073,0.000002345297,0.00007665459],"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":[0.000005684301,0.0000177627,6.263591e-7,5.606809e-7,0.000001080864,0.000001931058,0.00001852917,0.00003703249,0.0008626999,5.382849e-7,0.09857806,0.9004755],"study_design_scores_gemma":[0.00004310279,0.00004971555,0.00008102615,0.000001949788,0.000002276615,0.00000202036,3.743351e-7,0.00008419832,0.0009512984,0.0000120818,0.9986913,0.00008068892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003479317,0.000005575306,0.000002881927,0.000305724,7.517377e-7,0.0001054389,0.000002374393,0.0001163372,0.9959816],"genre_scores_gemma":[0.001976391,6.787466e-7,0.0003541364,0.0001589074,0.00003836709,0.00001254985,0.000006008721,0.000007752816,0.9974452],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9003948,"threshold_uncertainty_score":0.2175878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003954090448250438,"score_gpt":0.1772446990344145,"score_spread":0.173290608586164,"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."}}