{"id":"W2954290092","doi":"10.1126/science.aay0989","title":"Seaweed, seaweed everywhere","year":2019,"lang":"en","type":"letter","venue":"Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Algae; Brown seaweed; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001437883,0.0005763384,0.0007440491,0.0004446416,0.002731036,0.003592587,0.0007483018,0.02740046,0.01161182],"category_scores_gemma":[0.007456573,0.0004458642,0.0006145554,0.0004330579,0.003397208,0.003049703,0.00166142,0.02862349,0.01267873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002591206,"about_ca_system_score_gemma":0.002723397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009541366,"about_ca_topic_score_gemma":0.02035199,"domain_scores_codex":[0.9989619,0.0001386925,0.000112074,0.0002226668,0.0003866128,0.0001780196],"domain_scores_gemma":[0.996255,0.001439778,0.0002730135,0.00020156,0.0006220195,0.001208587],"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":[0.00004160716,0.00002001929,0.0004450397,0.0000355564,0.000008184899,0.0004195857,0.00005754934,0.00002170112,0.000228961,0.002631816,0.9820687,0.01402122],"study_design_scores_gemma":[0.00003485927,0.00003845605,0.001148266,0.0001074918,0.000009026974,0.0004119396,0.0002226165,0.00007219936,0.00007630487,0.004736752,0.9931251,0.00001710482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004784215,0.003588253,0.0001826789,0.9246168,0.05949586,0.00001458038,0.00008253378,0.00004920845,0.01149166],"genre_scores_gemma":[0.002601789,0.001411185,0.0001393872,0.9230754,0.04293324,0.00002175392,0.00002999279,0.00001890031,0.02976833],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02740046,"threshold_uncertainty_score":0.03884542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601056173134617,"score_gpt":0.2455271285745107,"score_spread":0.2295165668431645,"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."}}