{"id":"W6963205369","doi":"10.17895/ices.pub.24420700","title":"Theme Session F – Integration of molecular tools for biodiversity, risk assessment, ecosystem advice within a changing climate","year":2023,"lang":"en","type":"other","venue":"International Council for the Exploration of the Sea (ICES)","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental DNA; Biodiversity; Ecosystem; Benthic zone; Fishing; Habitat; Trophic level; Oyster; Threatened species","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003294049,0.001925368,0.001318974,0.002138594,0.001439736,0.005842104,0.002089629,0.004191176,0.2708899],"category_scores_gemma":[0.003815308,0.0005587036,0.002278223,0.001570154,0.0005773319,0.003283476,0.003767452,0.003815007,0.1408259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002449497,"about_ca_system_score_gemma":0.003456393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005326823,"about_ca_topic_score_gemma":0.006895546,"domain_scores_codex":[0.9988483,0.0001371754,0.00004231729,0.0002009339,0.0005340828,0.0002371967],"domain_scores_gemma":[0.9954626,0.0004261204,0.0001889694,0.0001835943,0.00210533,0.00163348],"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":[0.00004906817,0.00004432518,0.0001024996,0.0001689758,0.000006654768,0.00002783126,0.00002396204,0.0001182134,0.0008939755,0.001094291,0.9509513,0.0465189],"study_design_scores_gemma":[0.00001699595,0.0001176805,0.001533572,0.0002341699,0.000005747992,0.00008587429,0.00007184075,0.0002301951,0.0003368572,0.001896887,0.9954443,0.00002601743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004486224,0.02362549,0.0320029,0.08144604,0.2927936,0.003106569,0.007910318,0.00442493,0.5502039],"genre_scores_gemma":[0.005565437,0.009252666,0.008424668,0.009360961,0.05129134,0.001037338,0.004229843,0.001399509,0.9094383],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2708899,"threshold_uncertainty_score":0.9062169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2239061978494894,"score_gpt":0.3177291070854578,"score_spread":0.09382290923596845,"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."}}