{"id":"W2441787701","doi":"10.2166/wqrj.2004.027","title":"Cadmium Biosorption by S. fluitans: Treatment, Resilience and Uptake Relative to Other Sargassum spp. and Brown Algae","year":2004,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sorption; Sargassum; Cadmium; Brown algae; Biosorption; Chemistry; Environmental chemistry; Leaching (pedology); Algae; Metal; Botany; Adsorption; Ecology; Biology; Organic chemistry; Soil water","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002063051,0.0001993332,0.0002038086,0.0001294722,0.000621153,0.0002519327,0.0001907277,0.0001209779,0.00151221],"category_scores_gemma":[0.0001050478,0.0001268576,0.00007271604,0.0002559247,0.0006259964,0.000597848,0.0001894001,0.0004153152,0.0009436381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006074909,"about_ca_system_score_gemma":0.00003145174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055519,"about_ca_topic_score_gemma":0.0003352577,"domain_scores_codex":[0.9970767,0.0004744997,0.0004148002,0.0004659811,0.000878543,0.0006894449],"domain_scores_gemma":[0.9990226,0.00004762134,0.00006792355,0.0001949938,0.00004305386,0.0006238225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002306853,0.0001851084,0.006469053,0.000006502999,0.00003637576,0.00002477088,0.003348251,0.00002999441,0.9781566,0.000557148,0.002712161,0.008243393],"study_design_scores_gemma":[0.007435031,0.004084306,0.1471898,0.000179208,0.00005503447,0.001730422,0.003742547,0.0001217063,0.3554283,0.03624533,0.4423678,0.001420466],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872112,0.0001616282,0.000942568,0.009453272,0.00006511909,0.0003302472,0.00005330247,0.00002766968,0.001754959],"genre_scores_gemma":[0.9896401,0.000364283,0.000975005,0.0003654811,0.000088131,0.000008348106,0.000005805711,0.00001829605,0.008534568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6227282,"threshold_uncertainty_score":0.9998342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06364441801210569,"score_gpt":0.3596339430707082,"score_spread":0.2959895250586025,"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."}}