{"id":"W4417203800","doi":"10.1007/s00027-025-01248-1","title":"Diatoms and macroinvertebrates show distinct metacommunity assembly patterns in temporary rivers","year":2025,"lang":"en","type":"article","venue":"Aquatic Sciences","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Metacommunity; Biological dispersal; Habitat; Biodiversity; Invertebrate; Ecosystem; Occupancy; Aquatic ecosystem; Mediterranean climate; Spatial ecology","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":[0.0001533232,0.0001160514,0.0002649202,0.0006813814,0.0008657904,0.0008154371,0.0003165425,0.0003107222,0.001517027],"category_scores_gemma":[0.0006703256,0.0003050966,0.0002594329,0.0007100665,0.0006177806,0.0004692394,0.0008144589,0.0002197249,0.0002410454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004420198,"about_ca_system_score_gemma":0.0003769928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006949957,"about_ca_topic_score_gemma":0.03225536,"domain_scores_codex":[0.9997618,0.00003051011,0.00002040798,0.00008535494,0.00002630369,0.0000757047],"domain_scores_gemma":[0.9994866,0.00008543005,0.0001796296,0.00004885651,0.00007500913,0.000124364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003108398,0.00003689921,0.9724275,0.00003620471,0.00007686886,0.00008734356,0.00160383,0.0001103402,0.01921161,0.0001718438,0.0001844912,0.005742176],"study_design_scores_gemma":[0.000001516719,0.00002019058,0.9985458,0.000002539694,0.0000108912,0.00004506665,0.0009287527,0.00007210095,0.0002217357,0.0000273745,0.0001206618,0.000003476625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995413,0.0000336107,0.00005929341,0.000006641696,0.000001048722,0.000001103006,0.00007030558,0.000003835961,0.0002829127],"genre_scores_gemma":[0.9993936,0.00002476155,0.0000628293,0.000007759222,0.000001513045,0.000004586712,0.0001548398,0.000002702042,0.000347395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006949957,"threshold_uncertainty_score":0.01381904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03229634244816239,"score_gpt":0.3147812176041072,"score_spread":0.2824848751559448,"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."}}