{"id":"W3034537891","doi":"10.18280/ijdne.150303","title":"Comprehensive Ecological Management of Black and Smelly Open Channels: Evidence from Wuhan, China","year":2020,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Environmental Quality and Pollution","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hubei Provincial Department of Education","keywords":"China; Geography; Environmental resource management; Ecology; Engineering; Environmental science; Biology; Archaeology","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":[0.000669681,0.0002991075,0.0002611492,0.001291782,0.001268607,0.0006259262,0.0005262982,0.000287614,0.0006600596],"category_scores_gemma":[0.0007003967,0.0001695509,0.0003342011,0.001388511,0.001344556,0.0005856543,0.0009385411,0.0001806252,0.00004829413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101813,"about_ca_system_score_gemma":0.004930301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1059189,"about_ca_topic_score_gemma":0.253966,"domain_scores_codex":[0.9995725,0.00006278352,0.00002560888,0.00008756187,0.0001198514,0.0001316945],"domain_scores_gemma":[0.9994664,0.00006291602,0.0001655919,0.00005778137,0.00014012,0.0001072333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000317852,0.000510943,0.8775477,0.0003060682,0.0002907511,0.002591342,0.01367849,0.0008827062,0.01371468,0.001991741,0.0008871758,0.0872806],"study_design_scores_gemma":[0.00001296029,0.0002463527,0.9915105,0.00001980564,0.00006359023,0.0001918447,0.004313678,0.000376416,0.001123839,0.0002924894,0.001829265,0.00001921278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991176,0.0001778509,0.00005854846,0.00004836879,0.000001416794,0.00001582073,0.00002412219,0.000001989661,0.0005542894],"genre_scores_gemma":[0.9989449,0.0002892553,0.0001282216,0.00003435029,0.00000230665,0.000009075684,0.0000503533,0.000001143945,0.0005403822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1059189,"threshold_uncertainty_score":0.2106047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743049213225872,"score_gpt":0.2872868128595821,"score_spread":0.2498563207273234,"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."}}