{"id":"W4411617309","doi":"10.51847/ardn1bw","title":"10.51847/Ardn1bw","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chromium effects and bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hexavalent chromium; Environmental remediation; Indigenous; Reduction (mathematics); Chromium; Bacteria; Environmental science; Environmental chemistry; Chemistry; Materials science; Biology; Metallurgy; Ecology; Contamination; Mathematics","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":[0.00008303618,0.00005895755,0.00005351524,0.000009687341,0.00004152815,0.00001570734,0.00009085962,0.00002670822,0.9983164],"category_scores_gemma":[0.000008317604,0.00004941416,0.00002118111,0.0001057979,0.00002418292,0.00006510015,0.00003055017,0.00002822442,0.9949984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000534758,"about_ca_system_score_gemma":0.000002141392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005721961,"about_ca_topic_score_gemma":6.628676e-7,"domain_scores_codex":[0.9995181,0.00001425802,0.00006251992,0.0001345643,0.0001384084,0.0001321243],"domain_scores_gemma":[0.9997789,0.00001490003,0.000009824364,0.0001172513,0.000001298286,0.0000777788],"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":[0.00001687774,0.00002082856,0.000006559398,7.160665e-7,0.0000013342,0.000001620652,0.00001061008,0.0001871884,0.002717731,8.053205e-8,0.0469995,0.9500369],"study_design_scores_gemma":[0.000100316,0.0000756018,0.002754141,0.000001969542,0.000003593082,0.000001612675,1.455033e-7,0.0004277891,0.0002741174,0.000001050339,0.9962804,0.00007922022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06006632,0.000003231526,3.766779e-7,0.000173878,0.00000203596,0.0001087914,0.000003243412,0.00004216683,0.9395999],"genre_scores_gemma":[0.009422723,1.508254e-7,0.00007689076,0.00008726631,0.00006264354,0.000005844279,0.000007858889,0.000006128646,0.9903305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9499577,"threshold_uncertainty_score":0.2015051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002940186170814461,"score_gpt":0.1581903666085676,"score_spread":0.1552501804377532,"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."}}