{"id":"W4402956165","doi":"10.18280/ijsdp.190922","title":"Mapping Research of Water Pollution: Bibliometric Analysis Method","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Siliwangi","keywords":"Pollution; Environmental science; Environmental planning; Environmental resource management; Water pollution; Water resource management; Environmental chemistry","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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.006286347,0.001029235,0.001633232,0.1145016,0.001140892,0.003961965,0.001008032,0.0007673125,0.008169362],"category_scores_gemma":[0.02508179,0.0002928215,0.002248619,0.1305826,0.0005843076,0.002518176,0.001853249,0.0005234283,0.00175023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906613,"about_ca_system_score_gemma":0.005288827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007031514,"about_ca_topic_score_gemma":0.004986245,"domain_scores_codex":[0.9878164,0.002831151,0.002010684,0.001143988,0.005709427,0.0004883411],"domain_scores_gemma":[0.9885421,0.006554415,0.00160902,0.0005987344,0.002488611,0.0002070849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003970299,0.0005438728,0.174364,0.01620941,0.002177579,0.0007561433,0.005947947,0.007424469,0.006467017,0.01707076,0.03794039,0.7307016],"study_design_scores_gemma":[0.0002709287,0.0007452639,0.5759479,0.002839781,0.003096181,0.001822093,0.01519543,0.05386788,0.01421854,0.03051549,0.3010187,0.0004618887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5509133,0.01784732,0.1144614,0.003657689,0.0007830902,0.01052122,0.1534035,0.005276469,0.143136],"genre_scores_gemma":[0.8004876,0.008988209,0.1300956,0.0001871089,0.0005081889,0.01031354,0.03781117,0.0002875279,0.01132096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8854983,"threshold_uncertainty_score":0.0332458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07760308645894406,"score_gpt":0.3966252827419802,"score_spread":0.3190221962830361,"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."}}