{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001173836,0.0007439435,0.0005218961,0.002565623,0.002308358,0.002068478,0.001103521,0.0009072748,0.5327844],"category_scores_gemma":[0.007466055,0.0002153466,0.0005144243,0.001380439,0.0003635235,0.00173934,0.001707256,0.001928817,0.3430436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373504,"about_ca_system_score_gemma":0.001720228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006590184,"about_ca_topic_score_gemma":0.008014113,"domain_scores_codex":[0.9995359,0.00005701911,0.00002734216,0.00007315633,0.0002612728,0.00004533197],"domain_scores_gemma":[0.9953207,0.0005412323,0.0001239916,0.0003952817,0.002994567,0.0006242621],"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":[0.00002047864,0.00001648566,0.00007728492,0.00004620552,9.374512e-7,0.00002718739,0.00002126655,0.00003268628,0.00009465669,0.001598336,0.9683326,0.02973178],"study_design_scores_gemma":[0.000003704782,0.0000101553,0.0003687484,0.00005678224,0.000001236118,0.00002388801,0.00004385788,0.00002820331,0.00009060468,0.001288454,0.9980813,0.00000302366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001513735,0.005047242,0.005508755,0.02283297,0.2260306,0.0008751064,0.0127798,0.001421722,0.7239901],"genre_scores_gemma":[0.002983151,0.001397623,0.001139297,0.002916996,0.01148309,0.0002000171,0.004652158,0.0003271518,0.9749005],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4672156,"threshold_uncertainty_score":0,"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."}}