{"id":"W4231070414","doi":"10.1890/1540-9295-13.2.68","title":"Dispatches","year":2015,"lang":"en","type":"review","venue":"Frontiers in Ecology and the Environment","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Environmental protection; Land reclamation; Environmental remediation; Smelting; Business; Environmental science; Environmental planning; Waste management; Engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001163969,0.0002669622,0.0009249686,0.00005945417,0.00008246333,0.00001487727,0.0003785996,0.0002369428,0.0001134124],"category_scores_gemma":[0.0000175297,0.0001602276,0.0001201708,0.00007654581,0.0009155,0.00004434397,0.000607007,0.0003364835,0.0001834347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996948,"about_ca_system_score_gemma":0.000005990743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002483351,"about_ca_topic_score_gemma":0.000008584195,"domain_scores_codex":[0.9984602,0.0003954599,0.0003375944,0.0003969875,0.0001421426,0.0002675999],"domain_scores_gemma":[0.9993346,0.00008158994,0.0001660973,0.0003620828,3.292625e-7,0.00005533209],"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":[0.000007394613,0.00003670901,0.004119153,0.0001572659,0.00004211887,0.000008322488,0.00006944708,0.00003133757,2.04432e-9,0.00007656169,0.01716692,0.9782848],"study_design_scores_gemma":[0.0003254871,0.00002748519,0.0004641132,0.0001413504,0.0001867536,0.000004154552,0.00003937494,0.00006407319,3.930542e-8,0.005245924,0.9933207,0.0001805403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003357776,0.9911886,0.0004778064,0.0001249266,0.000380557,0.0008903277,0.000003184708,0.00002529842,0.006875676],"genre_scores_gemma":[0.0000642671,0.9952784,0.001758969,0.00007246857,0.00002564432,0.0003090572,0.00001163493,0.00002105599,0.002458549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9781042,"threshold_uncertainty_score":0.6533892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412573651000287,"score_gpt":0.2422581489696516,"score_spread":0.2281324124596487,"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."}}