{"id":"W4250349256","doi":"10.1111/j.1529-8817.2001.jpy37303-24.x","title":"UNDERUTILIZED TOOLS: SEAWEEDS AS BIOREMEDIATION AND DIVERSIFICATION TOOLS AND BIOINDICATORS FOR INTE‐GRATED AQUACULTURE AND COASTAL MANAGEMENT","year":2001,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cove; Bay; Bioindicator; Aquaculture; Biology; Ecosystem; Ecology; Marine ecosystem; Fishery; Geography; Fish <Actinopterygii>; Archaeology","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":[0.007673448,0.001259698,0.001208901,0.003373023,0.001680148,0.01396707,0.00189846,0.00227739,0.008790913],"category_scores_gemma":[0.007804123,0.000365625,0.0006469006,0.005200443,0.003671616,0.01274102,0.005795722,0.001885993,0.00218395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003465134,"about_ca_system_score_gemma":0.005782346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005630543,"about_ca_topic_score_gemma":0.01243215,"domain_scores_codex":[0.9936366,0.001285944,0.0005893611,0.001017399,0.002694931,0.0007757538],"domain_scores_gemma":[0.9898264,0.001821376,0.002783216,0.001120377,0.002788878,0.001659782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001018875,0.0002748307,0.03201633,0.003443162,0.0001539242,0.0009174392,0.001985683,0.0004230707,0.06371376,0.0226628,0.01320955,0.8601806],"study_design_scores_gemma":[0.00008698487,0.001672256,0.06488483,0.004109343,0.0005563523,0.005012472,0.01099745,0.002147809,0.05097871,0.02847819,0.8308241,0.0002513953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5360137,0.3325213,0.02423245,0.04722901,0.002710524,0.0002924582,0.00226147,0.00104265,0.05369655],"genre_scores_gemma":[0.768451,0.1690519,0.02834849,0.009070649,0.0008889114,0.0001570716,0.00186236,0.0002970534,0.02187265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01396707,"threshold_uncertainty_score":0.04058152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573654895466358,"score_gpt":0.2389107740346618,"score_spread":0.2131742250799983,"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."}}