{"id":"W2787125690","doi":"10.7717/peerj.4890","title":"Predicting New Zealand riverine fish reference assemblages","year":2018,"lang":"en","type":"article","venue":"PeerJ","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Biomonitoring; Riparian zone; Environmental science; Fish <Actinopterygii>; Freshwater fish; Ecology; Freshwater ecosystem; River ecosystem; Ecoregion; Ecosystem; Fishery; Biology; Habitat","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":[0.0001083984,0.00007181198,0.00007948242,0.00001238211,0.0001752699,0.00001245674,0.0001466741,0.00003320162,0.0041074],"category_scores_gemma":[0.00006694742,0.00006439362,0.00001344766,0.00007828505,0.000139815,0.0001230543,0.0003272194,0.00006090731,0.001202855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000273475,"about_ca_system_score_gemma":0.000002705201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006391997,"about_ca_topic_score_gemma":0.008474055,"domain_scores_codex":[0.9994095,0.00001348902,0.00007945202,0.0001946149,0.0001107147,0.0001922429],"domain_scores_gemma":[0.9997524,0.00002875246,0.00003534779,0.0001314384,0.000004927127,0.00004714027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004186488,0.000009300975,0.5296836,0.000001187729,0.00000757346,0.000002038048,0.000159873,0.000005640105,0.00009212886,0.00002589371,0.4691114,0.0008971428],"study_design_scores_gemma":[0.0001339026,0.0000739793,0.808576,0.000002838758,0.000009444804,0.000001046302,0.0000290439,0.0000671333,0.0002200916,0.0004544105,0.190369,0.00006304854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7882455,0.000002522198,0.00008571279,0.003737992,0.0001712707,0.00007774748,0.000001906704,0.00008272615,0.2075946],"genre_scores_gemma":[0.9247692,0.00003046582,0.0005276178,0.00137755,0.0001503387,0.000005933126,0.000003958012,0.000005510784,0.07312948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2788924,"threshold_uncertainty_score":0.9995748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639037202655032,"score_gpt":0.2406864774880286,"score_spread":0.2242961054614782,"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."}}