{"id":"W4403428560","doi":"10.15273/pnsis.v53i2.12322","title":"Can planktonic Foraminifera help to implement the new United Nations High Seas Treaty?","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foraminifera; Plankton; Oceanography; Treaty; Political science; International waters; Geology; Law; Benthic zone","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":[0.008656834,0.0007278267,0.0005108879,0.001070633,0.003747394,0.006928683,0.001598982,0.006934404,0.0280837],"category_scores_gemma":[0.02922776,0.000273765,0.00063808,0.001032324,0.002577834,0.003942121,0.003885556,0.00421779,0.004665749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00617749,"about_ca_system_score_gemma":0.04703593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.466038,"about_ca_topic_score_gemma":0.6368775,"domain_scores_codex":[0.9947903,0.0008685046,0.0002082134,0.000264629,0.001830002,0.002038272],"domain_scores_gemma":[0.9884249,0.001678982,0.001160656,0.0005739733,0.004477492,0.003684003],"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":[0.0001185163,0.0001151683,0.01123521,0.000297246,0.00005758388,0.0001960465,0.0005393174,0.0005135997,0.0004452775,0.03621222,0.8700276,0.08024228],"study_design_scores_gemma":[0.00008546183,0.00006433966,0.03229931,0.001069329,0.00005188349,0.00005256481,0.0020323,0.0004254424,0.0004997323,0.008757353,0.9546022,0.00006004933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009075393,0.008040379,0.0006549255,0.8131822,0.02002835,0.00008230752,0.001331834,0.0001770271,0.1474276],"genre_scores_gemma":[0.2309403,0.01781236,0.00447038,0.5200352,0.006591378,0.0003263473,0.002671818,0.000245507,0.2169067],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.533962,"threshold_uncertainty_score":0.9266508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02116509980356234,"score_gpt":0.2366310968205969,"score_spread":0.2154659970170346,"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."}}