{"id":"W4404454441","doi":"10.1002/pan3.10724","title":"Ancient and contemporary shellfish cultivation practices bolster bivalve communities and diversity‐biomass relationships","year":2024,"lang":"en","type":"article","venue":"People and Nature","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Tula Foundation; University of Victoria; Simon Fraser University","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation; Canada Research Chairs; Canada Foundation for Innovation; Tula Foundation; PADI Foundation","keywords":"Bolster; Diversity (politics); Shellfish; Biomass (ecology); Geography; Ecology; Fishery; Political science; Archaeology; Biology; Law; Fish <Actinopterygii>; Aquatic animal","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003359163,0.0001575865,0.0001510664,0.001135804,0.000497167,0.0009813266,0.0002713423,0.0001794759,0.00108815],"category_scores_gemma":[0.001180744,0.0001308267,0.0001489737,0.0007442605,0.000886793,0.0003325963,0.0007025697,0.000203654,0.00009340316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007762301,"about_ca_system_score_gemma":0.0004600063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04384611,"about_ca_topic_score_gemma":0.1691356,"domain_scores_codex":[0.9997717,0.00004339983,0.0000161605,0.0000847358,0.0000458603,0.00003810283],"domain_scores_gemma":[0.9989324,0.0002051268,0.0004186869,0.0001214543,0.0001672742,0.0001550195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003299473,0.00001099638,0.9906634,0.0000110396,0.00004797058,0.00002150127,0.0004890028,0.0002393568,0.003862983,0.00007098177,0.00002552623,0.00452419],"study_design_scores_gemma":[2.283434e-7,0.000006680133,0.9993285,0.000002804709,0.000004016802,0.00001365452,0.0002570667,0.0002106502,0.0001014166,0.0000225718,0.00005121359,0.000001198272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994842,0.00005366961,0.0001176873,0.000004863138,3.154908e-7,8.703664e-7,0.0000391768,0.000001914413,0.0002971955],"genre_scores_gemma":[0.9998005,0.00001882051,0.00009456562,0.000001732121,4.672822e-7,4.673843e-7,0.00002788809,7.048744e-7,0.00005490578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04384611,"threshold_uncertainty_score":0.08718175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0333735520526928,"score_gpt":0.2682457150292604,"score_spread":0.2348721629765676,"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."}}