{"id":"W1838727068","doi":"10.3968/6398","title":"Oil Pollutiona and Its Impact on Water Quality in Ibeno Community","year":2015,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; BTEX; Turbidity; Environmental chemistry; Benzene; Chemistry; Pollution; Petroleum; Toluene; Animal science; Environmental science; Environmental engineering; Xylene; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001997604,0.0002333022,0.0003031283,0.001056064,0.0007981448,0.0008117115,0.000190646,0.0002704771,0.0008876954],"category_scores_gemma":[0.000291472,0.0001457568,0.0001949124,0.0006554261,0.0004179538,0.0002091116,0.0008105522,0.000211267,0.000108495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139831,"about_ca_system_score_gemma":0.000718876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08951383,"about_ca_topic_score_gemma":0.1958163,"domain_scores_codex":[0.9998118,0.00003033486,0.00001114268,0.00004097361,0.00005035343,0.00005546416],"domain_scores_gemma":[0.9998674,0.00001060284,0.00005007808,0.000004695828,0.00003440074,0.00003271223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00107397,0.0005884374,0.9179806,0.0002564586,0.00009676397,0.002111993,0.006182011,0.0004447871,0.04207111,0.0006666509,0.0003165056,0.02821069],"study_design_scores_gemma":[0.00001382745,0.0003546669,0.9853969,0.00005262009,0.00004967367,0.0003782599,0.00810549,0.0003056644,0.001886732,0.0001567229,0.003285191,0.00001422618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977851,0.000364448,0.00003941725,0.00003318195,0.000003954246,0.000007786345,0.00006231664,0.000001253264,0.001702627],"genre_scores_gemma":[0.9971812,0.0005343127,0.0002196464,0.00003303722,0.000006324016,0.00001232575,0.0001313347,9.871974e-7,0.001880811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08951383,"threshold_uncertainty_score":0.1779856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.210821899188034,"score_gpt":0.4670370042041747,"score_spread":0.2562151050161407,"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."}}