{"id":"W4249225942","doi":"10.1080/14634980701764423","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001349887,0.001045676,0.0007519528,0.002135874,0.00316187,0.004503984,0.001714149,0.001585669,0.6029872],"category_scores_gemma":[0.008766475,0.0003817762,0.0005968169,0.001938811,0.0007818603,0.00394697,0.002690541,0.003443894,0.4499088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001957254,"about_ca_system_score_gemma":0.002392145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003734627,"about_ca_topic_score_gemma":0.004004452,"domain_scores_codex":[0.9990032,0.0001577247,0.00008002084,0.0002061969,0.0004284079,0.0001244888],"domain_scores_gemma":[0.996106,0.000569634,0.000155051,0.0003809616,0.002071449,0.0007167955],"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":[0.00002154669,0.00001221812,0.00008336914,0.0000812315,0.00000134418,0.00004544908,0.00008721385,0.00003164749,0.00008202263,0.002789615,0.9695159,0.02724849],"study_design_scores_gemma":[0.000002317783,0.000008556653,0.0001703136,0.000069492,6.763924e-7,0.00004498802,0.0001034226,0.00001423802,0.00002933639,0.001012787,0.998541,0.000002852448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001351713,0.008750895,0.005139938,0.02860674,0.1221518,0.0005575315,0.01282741,0.002075454,0.8185385],"genre_scores_gemma":[0.005473108,0.004765388,0.002218313,0.005829567,0.01543459,0.0003056934,0.0107007,0.0009094077,0.9543633],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6029872,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322681771843721,"score_gpt":0.2422330729706862,"score_spread":0.229006255252249,"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."}}