{"id":"W3016548764","doi":"10.11575/prism/37424","title":"Biological and Advanced Oxidation Processes for the Treatment of Sulfolane Contaminated Waters","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sulfolane; Contamination; Environmental chemistry; Environmental science; Chemistry; Biology; Ecology; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[],"category_scores_codex":[0.0000976447,0.000105958,0.0001716689,0.000009561896,0.0000724987,0.00003205868,0.0001238519,0.00006692685,0.00124812],"category_scores_gemma":[0.00006600218,0.00005909811,0.00002462496,0.00008033288,0.00003813861,0.00005441079,0.00002457904,0.00002578701,0.00001164868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002570059,"about_ca_system_score_gemma":0.00001198028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007064157,"about_ca_topic_score_gemma":0.0002661321,"domain_scores_codex":[0.999464,0.00002912375,0.0001481964,0.0002335233,0.00005244767,0.00007272068],"domain_scores_gemma":[0.9996049,0.0001443063,0.0001283837,0.00008116697,0.00001261389,0.00002860787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004612916,0.00005751248,0.0008151499,0.00001756528,0.00002024721,4.743949e-7,0.0007377586,0.00001501396,0.04545175,0.000001187972,0.0000125964,0.9524094],"study_design_scores_gemma":[0.001387717,0.002471069,0.04055946,0.0000251818,0.0001227654,0.000002248524,0.001359717,0.0003033486,0.5925896,0.0001059307,0.3608192,0.0002538114],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949833,0.00008459449,0.0003638843,0.00007546869,0.0000777053,0.001103439,0.00002222295,9.827563e-7,0.003288458],"genre_scores_gemma":[0.9477594,0.00116295,0.0348499,0.00001827381,0.00003221048,0.0003497331,0.0008619868,0.00001828033,0.0149473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9521556,"threshold_uncertainty_score":0.9996649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04960241258316567,"score_gpt":0.3413495401752881,"score_spread":0.2917471275921225,"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."}}