{"id":"W4240575038","doi":"10.1002/lob.200615238","title":"BOOK REVIEW","year":2006,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Environmental ethics; Philosophy","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":[0.00009689938,0.0001033532,0.0001465296,0.00003474143,0.0001666452,0.000007334588,0.0001265087,0.00009534293,0.03774903],"category_scores_gemma":[0.000004873074,0.00009481357,0.00005733502,0.0001126904,0.0005017912,0.00004562789,0.000146499,0.0001088624,0.002110976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007194815,"about_ca_system_score_gemma":0.000001296861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009642691,"about_ca_topic_score_gemma":0.00005623995,"domain_scores_codex":[0.9992625,0.00005343377,0.0001233738,0.0002443638,0.0000585941,0.0002576935],"domain_scores_gemma":[0.9997669,0.00002193273,0.00003851535,0.0001249178,0.000003210393,0.0000445658],"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":[0.000008325431,0.00003002958,0.08096358,0.0000280034,0.000005957359,0.00001902423,0.000008529428,0.000002372377,0.00002828645,0.0001821551,0.918554,0.0001697448],"study_design_scores_gemma":[0.0001822381,0.00007065213,0.03578725,0.00001928349,0.00002121545,0.00003031897,0.000005169054,0.000005715742,0.0001099503,0.000423057,0.9632324,0.0001127533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.2416349,0.5415986,0.00009982492,0.09907902,0.000514739,0.0006782672,0.00002460606,0.0003538411,0.1160163],"genre_scores_gemma":[0.1382619,0.1077043,0.001650977,0.6977999,0.0001905597,0.000041222,0.0001292003,0.00004508917,0.05417691],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5987208,"threshold_uncertainty_score":0.998666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002617944020733137,"score_gpt":0.15900167641233,"score_spread":0.1563837323915968,"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."}}