{"id":"W4239072844","doi":"10.1080/14634988.2015.998985","title":"Preface","year":2015,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001515791,0.0001682639,0.0002554276,0.00004279022,0.0001722253,0.00002180131,0.0003060923,0.00005705576,0.002968474],"category_scores_gemma":[0.00001840465,0.0001490514,0.00004067719,0.0002259065,0.0000396839,0.0001555771,0.0002452486,0.00009710636,0.03767076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000766853,"about_ca_system_score_gemma":0.00003902543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004440018,"about_ca_topic_score_gemma":0.002119506,"domain_scores_codex":[0.9979706,0.0002296538,0.0004854104,0.0003797469,0.0004230941,0.0005115067],"domain_scores_gemma":[0.9989745,0.0000311094,0.0001986173,0.0004478094,0.000005099464,0.0003428466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004231741,0.0007282053,0.110342,0.0004646963,0.00009769406,0.0001200946,0.003280652,0.001165904,0.000008294338,0.006248301,0.7802433,0.09725845],"study_design_scores_gemma":[0.007790183,0.002165427,0.1880808,0.0004626578,0.0003159289,0.0001107835,0.01025717,0.09260834,0.0001590667,0.01629408,0.6795601,0.002195459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7934405,0.0001848672,0.008918854,0.008795815,0.001909215,0.003820869,0.000007470608,0.0003452162,0.1825772],"genre_scores_gemma":[0.9854358,0.00001326525,0.003565368,0.002223198,0.00003493781,0.0001622345,0.000009936281,0.0000185742,0.008536651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919953,"threshold_uncertainty_score":0.9979429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03358074947252308,"score_gpt":0.2745463951176243,"score_spread":0.2409656456451012,"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."}}