{"id":"W4415351147","doi":"10.15273/pnsis.v54i1.12642","title":"Forage fish provisioning pelagics off Grand Manan, and guidance for fisheries management","year":2025,"lang":"","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herring; Ecosystem-based management; Predation; Forage fish; Provisioning; Trophic level; Forage; Fisheries management; Accountability; Sprat","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001826565,0.0001395088,0.00006291487,0.0003104838,0.001115795,0.0004500798,0.0001773558,0.000170723,0.01330128],"category_scores_gemma":[0.0005269814,0.0000828641,0.00006193144,0.0002471716,0.0002792684,0.0001937127,0.0003820139,0.0001891766,0.001311897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468394,"about_ca_system_score_gemma":0.002620343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3300424,"about_ca_topic_score_gemma":0.8182131,"domain_scores_codex":[0.9999202,0.0000189864,0.00000205154,0.00001243305,0.00001765115,0.00002860235],"domain_scores_gemma":[0.9997687,0.00001975397,0.00004138023,0.00001036641,0.00005821318,0.0001016604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001395577,0.0001016102,0.5778736,0.0002405036,0.0000437105,0.002045913,0.006718022,0.0003665735,0.01357636,0.002858857,0.1017127,0.2943227],"study_design_scores_gemma":[0.000004959055,0.00004044224,0.887849,0.00008912949,0.000008362147,0.0002370991,0.005104289,0.0001429025,0.0002760209,0.000137521,0.1061008,0.000009443294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8659169,0.00181132,0.00031891,0.006255114,0.0001658477,0.00004717768,0.0007016508,0.00007824458,0.1247047],"genre_scores_gemma":[0.8969061,0.001577202,0.001269617,0.0009853417,0.00005469505,0.00002305942,0.000487151,0.00002317363,0.09867363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6699576,"threshold_uncertainty_score":0.6562427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766074324539908,"score_gpt":0.2622420088510605,"score_spread":0.2445812656056614,"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."}}