{"id":"W4414367022","doi":"10.5376/ija.2025.15.0017","title":"Habitat Degradation and Restoration in Aquatic Ecosystems: Implications for Fish Populations","year":2025,"lang":"en","type":"article","venue":"International Journal of Aquaculture","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fish <Actinopterygii>; Habitat; Degradation (telecommunications); Aquatic ecosystem; Habitat destruction; Aquatic environment; Aquatic animal","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001509657,0.000152823,0.0002411875,0.0005633259,0.0008494755,0.00177652,0.0003574915,0.0007932727,0.004080126],"category_scores_gemma":[0.003475848,0.00009074622,0.000335028,0.0008556972,0.001750728,0.0009801553,0.001067455,0.0004313072,0.0001334088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670306,"about_ca_system_score_gemma":0.001806434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0189975,"about_ca_topic_score_gemma":0.04297695,"domain_scores_codex":[0.9994158,0.0002322342,0.00004241614,0.00005224867,0.0001103595,0.00014704],"domain_scores_gemma":[0.9984109,0.0003109081,0.0005915763,0.00006194085,0.000283787,0.0003409262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000466254,0.0004501367,0.8706973,0.0003470001,0.0002257671,0.0008186096,0.001813222,0.00469328,0.001810774,0.006834229,0.003516311,0.1083271],"study_design_scores_gemma":[0.000007697447,0.0003287766,0.979848,0.0001270099,0.00004736309,0.0005463755,0.007881379,0.001546546,0.000340827,0.005245553,0.004066402,0.00001399564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826353,0.004239489,0.0005978208,0.003880854,0.00005882917,0.00001428972,0.0001867447,0.000009671612,0.00837696],"genre_scores_gemma":[0.9970186,0.001709552,0.0002253382,0.0001710938,0.00002770725,0.000006735707,0.00003835529,0.000002101984,0.0008004787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0189975,"threshold_uncertainty_score":0.03777385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956643956672537,"score_gpt":0.2988806894242471,"score_spread":0.2793142498575217,"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."}}