{"id":"W4406691385","doi":"10.1071/pc24078","title":"The aquatic plant communities of the Pilbara region of Western Australia: a region of arid zone wetland diversity","year":2025,"lang":"en","type":"article","venue":"Pacific Conservation Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rio Tinto; Department of Biodiversity, Conservation and Attractions; Australian Government","keywords":"Arid; Wetland; Diversity (politics); Geography; Aquatic plant; Ecology; Project commissioning; Agroforestry; Environmental science; Biology; Publishing; Macrophyte; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002638079,0.0002063058,0.0001578004,0.001061449,0.0009954874,0.0006050045,0.0004066086,0.0002373674,0.001025536],"category_scores_gemma":[0.0006213961,0.000177142,0.000108248,0.00101834,0.0007081602,0.0005402945,0.0008816671,0.0001959163,0.0001046491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009954979,"about_ca_system_score_gemma":0.0008705939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05676352,"about_ca_topic_score_gemma":0.1583102,"domain_scores_codex":[0.9997758,0.00005882447,0.00001473468,0.00004894275,0.00004499175,0.00005652801],"domain_scores_gemma":[0.9996167,0.0000631631,0.0001494036,0.00002047186,0.00007400081,0.00007614159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001435301,0.0001058088,0.8769922,0.0008779899,0.000105804,0.001994961,0.01685773,0.0006004698,0.02815305,0.0003642566,0.0005150946,0.07328898],"study_design_scores_gemma":[9.870994e-7,0.00003990677,0.9967209,0.00002733049,0.000008715512,0.0003243839,0.00202349,0.0001412134,0.000104729,0.00004622345,0.0005582981,0.000003922557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987038,0.0002163457,0.0001310031,0.00004537763,0.000001289659,0.00001413976,0.00007871719,0.000004674256,0.0008045549],"genre_scores_gemma":[0.9987771,0.0001704771,0.000643072,0.00002970913,0.000002307701,0.00001979585,0.00006877382,0.000001125683,0.0002877022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05676352,"threshold_uncertainty_score":0.1128663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04256585103635071,"score_gpt":0.2383202097978171,"score_spread":0.1957543587614664,"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."}}