{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004100947,0.0001785685,0.0001794928,0.00002214464,0.0004866627,0.0001606194,0.0007295188,0.0003018383,0.0002849122],"category_scores_gemma":[0.00008523781,0.00005309771,0.00007893624,0.0007021134,0.0006650746,0.0001017716,0.0002345419,0.0008499455,0.0008708055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003472176,"about_ca_system_score_gemma":0.00003656756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004066816,"about_ca_topic_score_gemma":0.0008990832,"domain_scores_codex":[0.9983541,0.00002927663,0.0001312118,0.0005816474,0.0003809706,0.000522731],"domain_scores_gemma":[0.999608,0.000177683,0.00005312106,0.00006575273,0.00005460141,0.00004080022],"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":[0.000001591995,0.000003525266,0.0005677749,0.00001731553,0.000006937015,0.0001649182,0.00001865862,7.924518e-8,0.002334015,0.0000223092,0.9901024,0.006760466],"study_design_scores_gemma":[0.0000105766,0.00008278657,0.02036455,0.00004159541,0.00001072509,0.00003250581,0.00001007378,0.000007942591,0.0001608882,0.002263888,0.9768317,0.0001827304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05494164,0.0008799349,2.464257e-7,0.9355928,0.001590127,0.0003567051,0.0001435122,0.0001718482,0.006323189],"genre_scores_gemma":[0.0830592,0.0001105391,0.00006002386,0.8838726,0.008567865,0.0001613938,0.00009391505,0.000002347022,0.02407217],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05172025,"threshold_uncertainty_score":0.9999071,"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."}}