{"id":"W7117914995","doi":"10.1093/biosci/biaf199","title":"Measuring and Reporting on Seagrass as an Essential Ocean Variable for Science and Management","year":2025,"lang":"en","type":"article","venue":"BioScience","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Smithsonian Institution; National Science Foundation","keywords":"Seagrass; Biodiversity; Ecosystem; Marine ecosystem; Ecosystem services; Marine protected area; Variable (mathematics)","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":[0.06501905,0.0005578889,0.0004559209,0.009136402,0.00187371,0.004638613,0.001792249,0.0009070621,0.002569505],"category_scores_gemma":[0.1374225,0.0003721911,0.0004526165,0.01023214,0.002324702,0.00292535,0.003863802,0.001392126,0.000915824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004922008,"about_ca_system_score_gemma":0.01204719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05096557,"about_ca_topic_score_gemma":0.0929836,"domain_scores_codex":[0.9164032,0.0356307,0.01906627,0.003019779,0.02436512,0.00151495],"domain_scores_gemma":[0.743898,0.0555365,0.05112991,0.03096026,0.1134607,0.005014611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002458812,0.0001661026,0.584574,0.00242919,0.0002495834,0.0002455862,0.004530487,0.002269697,0.01249093,0.02349367,0.1029956,0.2663093],"study_design_scores_gemma":[0.00005468831,0.0002980026,0.5683135,0.004017325,0.0002268038,0.0002513327,0.008741786,0.007045731,0.02550378,0.0197882,0.3654878,0.0002711565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3215106,0.004229768,0.3754771,0.01750932,0.003091407,0.007764821,0.1215752,0.00400052,0.1448411],"genre_scores_gemma":[0.5685214,0.002358338,0.3699751,0.004525599,0.0005973767,0.005657176,0.04123753,0.0006274629,0.006500069],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06501905,"threshold_uncertainty_score":0.3438577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974414226743732,"score_gpt":0.2508557546763107,"score_spread":0.2211116124088734,"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."}}