{"id":"W4392293932","doi":"10.1111/geb.13822","title":"Common processes drive metacommunity structure in freshwater fish","year":2024,"lang":"en","type":"article","venue":"Global Ecology and Biogeography","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Guelph","funders":"Japan Society for the Promotion of Science; Vetenskapsrådet","keywords":"Metacommunity; Abiotic component; Ecology; Biological dispersal; Temperate climate; Climate change; Environmental change; Biology; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005938018,0.0001851537,0.0003723753,0.001132154,0.0005099307,0.0007163266,0.0003265727,0.0002919732,0.001407657],"category_scores_gemma":[0.002157976,0.0001877849,0.0004721667,0.0006537345,0.0007619198,0.0007327962,0.001095765,0.0002227973,0.0001025459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004641774,"about_ca_system_score_gemma":0.0003018162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00455275,"about_ca_topic_score_gemma":0.008869179,"domain_scores_codex":[0.9996479,0.00008450147,0.00002797117,0.0001326769,0.00004208615,0.000064871],"domain_scores_gemma":[0.9981886,0.0005477851,0.0006764759,0.0002111497,0.0001657949,0.0002103171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008611476,0.00004598418,0.9660506,0.0000899761,0.0003763307,0.00009214154,0.0005683015,0.004598208,0.01880733,0.001130475,0.0001587123,0.007995793],"study_design_scores_gemma":[0.000005886776,0.00003809558,0.9810314,0.000008993896,0.00004699956,0.00007643311,0.0003460164,0.0154478,0.0006396727,0.002112952,0.0002350554,0.00001071077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998218,0.00005878773,0.0013722,0.00001803935,0.00000103677,0.000004603754,0.00007923189,0.00001327753,0.0002347518],"genre_scores_gemma":[0.9996564,0.00001063966,0.0002561645,0.000003296936,0.000001305078,0.00000314651,0.00003610646,0.000001462592,0.0000313167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00455275,"threshold_uncertainty_score":0.009052515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00863063187356804,"score_gpt":0.2365051497863498,"score_spread":0.2278745179127817,"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."}}