{"id":"W4415927366","doi":"10.21203/rs.3.rs-6752546/v3","title":"WITHDRAWN: Indigenous Knowledge Systems Paired with Western Science Strengthen Ecosystem Approaches to the Management of Forage Fish","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Assembly of First Nations","funders":"","keywords":"Traditional knowledge; Indigenous; Work (physics); Fish <Actinopterygii>; Ecosystem; Preprint; Knowledge-based systems","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":[],"consensus_categories":[],"category_scores_codex":[0.003396843,0.0007154124,0.001520141,0.002195689,0.003911029,0.006419745,0.002294368,0.01265838,0.1042545],"category_scores_gemma":[0.04791749,0.0006181552,0.001074065,0.003850427,0.00203764,0.003282707,0.001288936,0.006334196,0.05433673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003018016,"about_ca_system_score_gemma":0.005398611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03041693,"about_ca_topic_score_gemma":0.02344857,"domain_scores_codex":[0.9963424,0.0002932571,0.000430512,0.0004010464,0.002144186,0.0003885666],"domain_scores_gemma":[0.9545116,0.01652055,0.001198719,0.002007791,0.02354231,0.00221897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000188745,0.00002661327,0.0003380163,0.0002672466,0.00003306829,0.0001063748,0.00008538488,0.00005122875,0.0005304917,0.00947789,0.9755158,0.0133791],"study_design_scores_gemma":[0.000263821,0.00006455661,0.01177885,0.0003937983,0.00009234652,0.0002145005,0.0004392215,0.0003898475,0.001683164,0.01109951,0.9735116,0.00006870744],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004744302,0.004901372,0.002235878,0.539417,0.2754514,0.0002898412,0.02268243,0.001721679,0.1485561],"genre_scores_gemma":[0.06993838,0.00618814,0.007552485,0.2162511,0.08397976,0.0006506671,0.01062377,0.000997483,0.6038182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1042545,"threshold_uncertainty_score":0.348766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133679297009055,"score_gpt":0.3074505128340199,"score_spread":0.1737712158249649,"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."}}