{"id":"W7098347031","doi":"","title":"© 2008 Nature Publishing Group NEWS & VIEWS","year":2008,"lang":"en","type":"article","venue":"","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Levee; Group (periodic table); Block (permutation group theory); Quarter (Canadian coin); Natural (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006309701,0.001154096,0.000638219,0.0004365526,0.00081609,0.003540159,0.001025343,0.003648943,0.5005136],"category_scores_gemma":[0.001424778,0.0006792261,0.0005099971,0.0008644842,0.0008859948,0.001847091,0.0007391252,0.004498837,0.440818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009722071,"about_ca_system_score_gemma":0.0007180527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829119,"about_ca_topic_score_gemma":0.006713758,"domain_scores_codex":[0.9996343,0.0000244104,0.00001499329,0.00007181784,0.0002079137,0.00004657738],"domain_scores_gemma":[0.9988958,0.0001464811,0.00007069793,0.0001000072,0.0004101174,0.0003768926],"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":[0.00007283265,0.00004820177,0.0002294605,0.0001751918,0.000008543382,0.0001548052,0.00001816783,0.00007100781,0.0008198394,0.001262989,0.9331515,0.06398745],"study_design_scores_gemma":[0.000008424261,0.000008232393,0.0003492612,0.00003021324,0.000002105764,0.00005470629,0.00002152013,0.00002321545,0.0001504899,0.0001326637,0.9992155,0.000003588241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001578147,0.008539426,0.001006658,0.05312085,0.0437948,0.0001128276,0.003161049,0.001216554,0.8874696],"genre_scores_gemma":[0.003139955,0.005458795,0.0005823316,0.01092763,0.007737165,0.00006383572,0.001164182,0.0002469561,0.9706792],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4994864,"threshold_uncertainty_score":0.7124568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442563890516405,"score_gpt":0.2219560114003178,"score_spread":0.1875303724951538,"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."}}