{"id":"W4417313452","doi":"10.1007/s10113-025-02492-9","title":"Integrating zoogeomorphology and global change in cold fluvial systems: toward a new understanding of biotic-geophysical feedback","year":2025,"lang":"en","type":"article","venue":"Regional Environmental Change","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fluvial; Permafrost; Climate change; Global change; Sediment; Ecosystem; Habitat; Persistence (discontinuity); Landscape ecology; Channel (broadcasting)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007579264,0.0002182493,0.0003936306,0.00171019,0.0004288678,0.001484833,0.0003934583,0.0004078442,0.001487606],"category_scores_gemma":[0.001758352,0.0002184569,0.0003069824,0.001711081,0.002044183,0.00234726,0.001156915,0.0004925831,0.00007828933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009357771,"about_ca_system_score_gemma":0.0006507523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02910427,"about_ca_topic_score_gemma":0.07976931,"domain_scores_codex":[0.9998263,0.00006242757,0.0000124488,0.00003959866,0.00002330086,0.0000361405],"domain_scores_gemma":[0.9990619,0.0003299834,0.0002905593,0.00008479872,0.0001228916,0.0001098255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005361628,0.00002859328,0.9668187,0.00006541721,0.0001446548,0.00009253273,0.001176286,0.003119896,0.005184335,0.002191733,0.0001753028,0.02094895],"study_design_scores_gemma":[0.000001330497,0.00001252163,0.9957703,0.000008807317,0.00001416665,0.00003483116,0.001044196,0.00145181,0.0001062463,0.001241619,0.0003063011,0.00000786654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932572,0.0009092023,0.002773675,0.0003301649,0.00001241787,0.000009133602,0.0002070196,0.00001950309,0.002481617],"genre_scores_gemma":[0.9986546,0.0003559055,0.000641868,0.00004768352,0.0000183442,0.000005338572,0.00007482001,0.00000674622,0.0001946426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02910427,"threshold_uncertainty_score":0.05786973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05895304941728688,"score_gpt":0.2529626036594299,"score_spread":0.194009554242143,"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."}}