{"id":"W7015730378","doi":"","title":"Temporal organic matter dynamics in anthropogenically-impacted stream ecosystems","year":2024,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Aquatic ecosystem; Terrestrial ecosystem; Ecosystem ecology; Disturbance (geology); Freshwater ecosystem; Nutrient cycle; Carbon cycle; Ecosystem services","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":[],"consensus_categories":[],"category_scores_codex":[0.000169177,0.0001053653,0.000103448,0.0006107687,0.0002418657,0.0003935874,0.0001117593,0.000087407,0.0004619338],"category_scores_gemma":[0.0003384319,0.00004700005,0.0001083874,0.000799746,0.0001934709,0.0001953827,0.000240999,0.0001081706,0.00007501686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008746052,"about_ca_system_score_gemma":0.0004834016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08630842,"about_ca_topic_score_gemma":0.1706291,"domain_scores_codex":[0.9999329,0.000005988837,0.000004832212,0.00002274489,0.00001673323,0.00001684666],"domain_scores_gemma":[0.9997706,0.00001981733,0.00009437755,0.00001259688,0.00006942751,0.00003310453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006653828,0.00001757224,0.9903328,0.00001483808,0.00003269017,0.00004922216,0.0002073156,0.0004262484,0.004809495,0.00006522269,0.0001507935,0.003827309],"study_design_scores_gemma":[5.678926e-7,0.000005531687,0.9990706,0.00000128577,0.000003519583,0.000009871431,0.00007948521,0.0004390357,0.0002022071,0.00001538281,0.0001714259,0.000001235622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990761,0.00003585662,0.00007458204,0.000007942173,8.238812e-7,0.000002209266,0.0006194997,0.000004580421,0.0001783039],"genre_scores_gemma":[0.9985139,0.00005816479,0.0001725277,0.000006877966,0.000002330342,0.000008094677,0.001053794,0.000002170267,0.0001821404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08630842,"threshold_uncertainty_score":0.1716121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009018042463038094,"score_gpt":0.1962853305181548,"score_spread":0.1872672880551167,"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."}}