{"id":"W4205107185","doi":"10.1080/14634980601082280","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00213893,0.000329672,0.0005092263,0.0003175632,0.0002918022,0.00009298379,0.0004233133,0.00005073727,0.0001924187],"category_scores_gemma":[0.00001190041,0.0003238352,0.0001026428,0.0006260587,0.00001720068,0.0001676182,0.0001541996,0.0001225765,0.02995795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184268,"about_ca_system_score_gemma":0.00008010385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121357,"about_ca_topic_score_gemma":0.006038149,"domain_scores_codex":[0.9959282,0.0004101894,0.001181658,0.0006456384,0.0008071196,0.001027254],"domain_scores_gemma":[0.9980678,0.00007987577,0.0005689154,0.00102569,0.00003306758,0.0002246499],"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":[0.00007254376,0.001178006,0.008429513,0.01037334,0.0003823038,0.0001445982,0.0005565837,0.003689745,0.00004173105,0.2126623,0.7237542,0.03871514],"study_design_scores_gemma":[0.004070949,0.0003523519,0.04766712,0.001473527,0.000169221,0.00003455471,0.001206543,0.03742926,0.00008004653,0.009062495,0.8972421,0.001211814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4533984,0.00569385,0.02196949,0.01357145,0.002913407,0.01889909,0.0002185141,0.004187776,0.4791481],"genre_scores_gemma":[0.9877607,0.00002750865,0.003684697,0.0006418098,0.0001800239,0.00038419,0.00007272061,0.0001281131,0.007120195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5343624,"threshold_uncertainty_score":0.9999214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496611228826536,"score_gpt":0.2713634399388059,"score_spread":0.2563973276505405,"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."}}