{"id":"W2999784459","doi":"","title":"Patterns and processes of initial ecosystem development in an artificial catchment","year":2008,"lang":"en","type":"article","venue":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","topic":"Water Resources and Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Environmental science; Drainage basin; Environmental resource management; Geography; Ecology; Hydrology (agriculture); Geology; Biology; Cartography","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":[0.001832296,0.0001285819,0.0001454575,0.0002825961,0.0004059592,0.0001143788,0.0005906286,0.00003453988,0.0003188382],"category_scores_gemma":[0.0001908923,0.0001125421,0.00001786606,0.0007640565,0.0002430136,0.000930444,0.0005953063,0.0001041986,0.00003760873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719308,"about_ca_system_score_gemma":0.0001283052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746967,"about_ca_topic_score_gemma":0.01327416,"domain_scores_codex":[0.9971682,0.0001268439,0.0004409607,0.0006190001,0.001028798,0.0006161654],"domain_scores_gemma":[0.9990139,0.00008677244,0.0001227152,0.0003829582,0.0001387083,0.000254916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002941182,0.003722713,0.8623778,0.00153606,0.00003067106,0.00004311915,0.03450108,0.0002867152,0.003772234,0.002527587,0.02229998,0.06860788],"study_design_scores_gemma":[0.001534633,0.0003881359,0.3511714,0.0001780647,0.00001186807,0.00002114457,0.003748869,0.009396263,0.04341984,0.0003819259,0.588959,0.0007888544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963717,0.00001155555,0.0006871779,0.001138077,0.00004375059,0.001077623,0.0004269505,0.00002173712,0.0002214635],"genre_scores_gemma":[0.9975417,0.00003272779,0.001113914,0.00005726904,0.00003705841,0.0002327894,0.0007307006,0.000009246871,0.0002446431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.566659,"threshold_uncertainty_score":0.7407293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06740003707320352,"score_gpt":0.3405191687029671,"score_spread":0.2731191316297635,"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."}}