{"id":"W4242552829","doi":"10.1080/14634988.2013.857262","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Associated Medical Services","funders":"","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005949907,0.000178602,0.0002533424,0.00005344364,0.0003497234,0.00003459778,0.0003056702,0.00003427478,0.00591966],"category_scores_gemma":[0.00001113627,0.0001591672,0.00004336928,0.0002139506,0.00004039913,0.0002267003,0.0005081986,0.00007656984,0.02981797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493742,"about_ca_system_score_gemma":0.000004619049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007833198,"about_ca_topic_score_gemma":0.004609836,"domain_scores_codex":[0.9981584,0.0001280148,0.0004420201,0.0004161577,0.0002840649,0.0005713349],"domain_scores_gemma":[0.9992006,0.00004775346,0.0001814278,0.0004287194,0.000003706797,0.0001377773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000002740507,0.0001289472,0.04095812,0.0004276102,0.000101298,0.000006627978,0.0003465113,0.0002380219,0.000001049958,0.002509502,0.9327835,0.02249601],"study_design_scores_gemma":[0.0007626486,0.0001953683,0.6889874,0.00009658257,0.00004204818,0.00000302267,0.001387669,0.005358201,0.000003976172,0.004798834,0.2979673,0.0003969445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.258105,0.0001481888,0.004670077,0.04862661,0.001071029,0.00771089,0.000003719463,0.0004634091,0.6792011],"genre_scores_gemma":[0.9728442,0.0001638523,0.002389041,0.008665632,0.00002611422,0.0008338918,0.000005509759,0.00001832205,0.01505339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7147393,"threshold_uncertainty_score":0.994989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009834231544510245,"score_gpt":0.2289852316407464,"score_spread":0.2191510000962361,"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."}}