{"id":"W6923403272","doi":"10.1371/journal.pone.0295001.s016","title":"Additional discussion.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Species richness; Wetland; Invertebrate; Water quality; Land use; Land cover; Ecosystem; Nutrient; Biodiversity","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":[],"category_scores_codex":[0.003097564,0.001128698,0.0006705432,0.002889927,0.003976568,0.004517272,0.002831711,0.002779617,0.626435],"category_scores_gemma":[0.009596015,0.0003471174,0.001027298,0.003797905,0.001029162,0.002884303,0.003641187,0.002344238,0.3025658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005376343,"about_ca_system_score_gemma":0.007718209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06815182,"about_ca_topic_score_gemma":0.06765004,"domain_scores_codex":[0.9971922,0.0003837794,0.0001267682,0.0004907578,0.001322127,0.0004844477],"domain_scores_gemma":[0.9960388,0.000686958,0.0001586104,0.0004753548,0.002076857,0.0005633957],"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":[0.00003147303,0.00001935354,0.000439143,0.00019483,0.000006476537,0.00005681079,0.0002215119,0.00005560889,0.0000707143,0.01148158,0.9434508,0.0439716],"study_design_scores_gemma":[0.000006089941,0.000004202369,0.0008214258,0.0001250542,0.000003319874,0.00002953598,0.0001539074,0.00003785593,0.00005535029,0.001205793,0.997552,0.000005450908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001631632,0.00400818,0.004025624,0.03217005,0.02637914,0.0005378919,0.0665312,0.002165022,0.8625514],"genre_scores_gemma":[0.02124444,0.00458607,0.005912631,0.01503038,0.005061793,0.0008300907,0.04050868,0.002056537,0.9047694],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.626435,"threshold_uncertainty_score":0.532845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492253617902716,"score_gpt":0.1969061800899929,"score_spread":0.1819836439109658,"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."}}