{"id":"W2877974637","doi":"10.31353/cs1030","title":"Riyadh Bioremediation Facility","year":2015,"lang":"en","type":"report","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bioremediation; Environmental science; Biology; Ecology; Contamination","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002301293,0.0001641605,0.0001944786,0.00002581394,0.00004901916,0.0000278696,0.0001658184,0.0002333725,0.0206083],"category_scores_gemma":[0.000162735,0.0001313002,0.00007471843,0.0001011553,0.0001011641,0.0001060157,0.0001754555,0.0001825347,0.009697147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002005793,"about_ca_system_score_gemma":0.0002971876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00629267,"about_ca_topic_score_gemma":0.001144566,"domain_scores_codex":[0.9970662,0.00009565103,0.0003145337,0.0003222948,0.002006342,0.0001949503],"domain_scores_gemma":[0.9992805,0.00001238277,0.0001532617,0.0003400275,0.00005759598,0.0001561963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002393761,0.00004593393,0.005425042,0.00001656893,0.000009667077,0.000001972121,0.00012143,0.0000412386,0.00005804302,0.00000980891,0.9808527,0.01341515],"study_design_scores_gemma":[0.00007930919,0.000020633,0.01943071,0.000005289677,0.00001429247,0.000003687346,0.00001471646,0.0000315058,0.0001812328,0.0002841482,0.979748,0.0001864908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005339094,0.00004642843,0.001096947,0.0007341919,0.001368001,0.0002711451,0.0002662995,0.0001210081,0.9907569],"genre_scores_gemma":[0.5478731,0.0005361346,0.00169633,0.0008086388,0.0008433188,0.00007976148,0.001623417,0.00003179336,0.4465075],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5442494,"threshold_uncertainty_score":0.9910739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142832920348502,"score_gpt":0.3514842371286541,"score_spread":0.2086513167801521,"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."}}