{"id":"W4404125154","doi":"10.1126/science.adr4814","title":"Protect kelp forests","year":2024,"lang":"en","type":"letter","venue":"Science","topic":"Botany and Plant Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kelp; Kelp forest; Environmental science; Ecology; Biology","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":[0.001166765,0.000637959,0.0002275275,0.0008919303,0.001469047,0.001875207,0.001097318,0.001439785,0.02594407],"category_scores_gemma":[0.0025338,0.000111544,0.0001947693,0.0006995125,0.0008100179,0.001907442,0.00317333,0.002188792,0.01037686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009104121,"about_ca_system_score_gemma":0.003498694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004800306,"about_ca_topic_score_gemma":0.01143353,"domain_scores_codex":[0.9992633,0.0001074827,0.00002247966,0.00007678052,0.0003480368,0.0001817643],"domain_scores_gemma":[0.9986891,0.00009592195,0.0001766246,0.0001230045,0.0004174814,0.000497765],"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":[0.00005016748,0.00007131936,0.004350387,0.0007318804,0.00002957017,0.0003313366,0.0007590394,0.0002307866,0.004682909,0.04598638,0.5748199,0.3679564],"study_design_scores_gemma":[0.00000515919,0.00001746455,0.002510407,0.0001882158,0.000005864466,0.0001833966,0.000261033,0.00004339714,0.0005063701,0.005259534,0.9910144,0.000004653815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02055031,0.03208443,0.01375923,0.0809619,0.008073053,0.0003256357,0.009611848,0.001766333,0.8328673],"genre_scores_gemma":[0.3436067,0.06689323,0.03745577,0.1404002,0.003958541,0.0009196908,0.01869238,0.0009847125,0.3870888],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02594407,"threshold_uncertainty_score":0.08679163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02488621550022123,"score_gpt":0.2224439683190983,"score_spread":0.1975577528188771,"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."}}