{"id":"W6981802959","doi":"","title":"Fish Assemblage Structure in Great Lakes Coastal Wetlands","year":2023,"lang":"en","type":"article","venue":"Language arts journal of Michigan","topic":"Pentecostalism and Christianity Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wetland; Habitat; Eutrophication; Vegetation (pathology); Perch; Fish <Actinopterygii>; Macrophyte; Assemblage (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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001707159,0.0001396132,0.0002672574,0.0002421029,0.0001419308,0.0001258245,0.0001866941,0.00003371641,0.0007754215],"category_scores_gemma":[0.00005792086,0.0001064023,0.00009769879,0.00007848127,0.00008494695,0.0002348031,0.00005985231,0.0002410119,0.000025168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008817625,"about_ca_system_score_gemma":0.00001831567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152395,"about_ca_topic_score_gemma":0.1843439,"domain_scores_codex":[0.9990711,0.00003599461,0.0003204457,0.0001021865,0.0002262207,0.0002440159],"domain_scores_gemma":[0.9995257,0.00006049722,0.0001621819,0.0001154016,0.00007153804,0.00006468684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002448791,0.0001882601,0.01292542,0.0001843083,0.0003247779,0.007030509,0.7909762,0.00004361758,0.01152393,0.004317375,0.1673689,0.004871819],"study_design_scores_gemma":[0.003568739,0.0004642002,0.04070642,0.0004585111,0.0001264205,0.0003862178,0.2596783,0.00005305752,0.003587777,0.001909692,0.6883439,0.0007167346],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902416,0.0003190332,0.000001249046,0.0007612178,0.0005622815,0.00004874495,0.0002274962,0.00003641188,0.007801954],"genre_scores_gemma":[0.9947513,0.0001141461,0.00001056609,0.0003964162,0.0008567413,7.397277e-7,0.00004308704,0.00001695568,0.00380999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5312979,"threshold_uncertainty_score":0.8490322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802332767157078,"score_gpt":0.2425831482580746,"score_spread":0.2245598205865039,"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."}}