{"id":"W1987706941","doi":"10.1016/j.marpolbul.2011.02.016","title":"The problem with indices","year":2011,"lang":"en","type":"editorial","venue":"Marine Pollution Bulletin","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada); Western University","funders":"","keywords":"Environmental science","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":[0.0009349063,0.0003342401,0.0002366158,0.00003626343,0.0005788436,0.0001410969,0.0006074741,0.0003597167,0.01360328],"category_scores_gemma":[0.00005197135,0.0002017285,0.00008059051,0.0001623861,0.000475853,0.00005284103,0.0006738912,0.0006996377,0.004877524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003093186,"about_ca_system_score_gemma":0.00007320032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006538153,"about_ca_topic_score_gemma":0.002205616,"domain_scores_codex":[0.9974337,0.0002543976,0.000384603,0.0004727411,0.0009752227,0.0004793408],"domain_scores_gemma":[0.9988463,0.0001525576,0.0003759071,0.0004731349,0.00002311464,0.0001289712],"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":[0.0001049534,0.0000589198,0.0002802167,0.00001662689,0.00003266935,0.000005516126,0.000147907,0.0000171512,0.000001889141,0.0003698066,0.9936469,0.00531741],"study_design_scores_gemma":[0.000363376,0.0001599532,0.002051528,0.00002590587,0.00003952464,0.000003777851,0.00002459193,0.000002042279,0.00002599039,0.0006019939,0.9963899,0.0003114129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004117461,0.0001165368,0.0003773938,0.02084738,0.5681582,0.001431302,0.0002307134,0.0003712271,0.4080555],"genre_scores_gemma":[0.006741551,0.0007199539,0.007091136,0.00110446,0.6149732,0.000581375,0.0006727552,0.0001784679,0.3679371],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04681503,"threshold_uncertainty_score":0.9958973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007039647547067715,"score_gpt":0.2139047533143182,"score_spread":0.2068651057672505,"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."}}