{"id":"W7117743785","doi":"10.18280/ijdne.201116","title":"Evaluating Ecosystem Health in the Zarqa River Through Biological Indicators, Jordan","year":2025,"lang":"","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ecosystem health; Ecosystem; Forest health; Health assessment; Ecosystem approach","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0044367,0.0002310422,0.0003801525,0.0002880374,0.0002058164,0.0001927302,0.001029723,0.0003241621,0.0001319115],"category_scores_gemma":[0.0001592601,0.0001545139,0.0001523338,0.0004481119,0.0002013602,0.0004081208,0.0002004296,0.00138685,0.00001024742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008281044,"about_ca_system_score_gemma":0.0002796218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007328948,"about_ca_topic_score_gemma":0.0001355589,"domain_scores_codex":[0.9961837,0.001271903,0.001165694,0.0002874304,0.000777305,0.0003139566],"domain_scores_gemma":[0.9982262,0.0005027846,0.0009584542,0.0001607005,0.00006863535,0.00008323225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003225022,0.004296526,0.1205026,0.0003119559,0.002699048,0.0006400968,0.06526095,0.0634487,0.00169273,0.2588226,0.01708468,0.4620151],"study_design_scores_gemma":[0.008046502,0.0035172,0.6243448,0.00286407,0.0002356475,0.001296151,0.007033902,0.09793518,0.0003252504,0.1939722,0.05927956,0.00114954],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8647306,0.005897473,0.05402646,0.06876731,0.004624723,0.0007966118,0.0001879574,0.000009591422,0.0009592733],"genre_scores_gemma":[0.9822744,0.003271302,0.007373291,0.006817684,0.0001878528,0.000003356693,0.000007672376,0.000006298304,0.00005813234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5038422,"threshold_uncertainty_score":0.6300896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04719279430956302,"score_gpt":0.3702673784505633,"score_spread":0.3230745841410003,"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."}}