{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007471613,0.0007350753,0.0005298943,0.001425437,0.003040997,0.002995434,0.001213339,0.001103628,0.5837902],"category_scores_gemma":[0.00362214,0.0002598575,0.0003204687,0.001500301,0.0006211175,0.002088584,0.001873198,0.001585764,0.3564061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003391179,"about_ca_system_score_gemma":0.004256181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02699229,"about_ca_topic_score_gemma":0.04846104,"domain_scores_codex":[0.9994048,0.00005244359,0.00003482592,0.0001273753,0.0002867287,0.00009379946],"domain_scores_gemma":[0.9983292,0.0001515052,0.00005310207,0.0001259695,0.001014343,0.0003258569],"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":[0.00002396084,0.00001074641,0.0002057417,0.00009009482,0.000001616804,0.00006498793,0.0001766722,0.00002323275,0.0001221465,0.004133655,0.9645287,0.03061846],"study_design_scores_gemma":[0.000001390473,0.000003775444,0.0003429269,0.00003403705,4.67143e-7,0.00002669607,0.0000863825,0.000006565592,0.00002019078,0.000342442,0.9991338,0.000001478808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001915371,0.005052736,0.001550301,0.01179547,0.03014418,0.0003236134,0.01442414,0.0007597727,0.9340345],"genre_scores_gemma":[0.005202971,0.002142488,0.0006111191,0.002250933,0.002973595,0.0001098992,0.008652375,0.0003389764,0.9777176],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5837902,"threshold_uncertainty_score":0,"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."}}