{"id":"W4406781483","doi":"10.1002/wer.70009","title":"Effect of konjac glucomannan aerogel‐immobilized <scp><i>Chlorella vulgaris</i></scp> LH‐1 on oil‐contaminated seawater remediation and endogenous bacterial community diversity","year":2025,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China","keywords":"Chlorella vulgaris; Seawater; Aerogel; Environmental remediation; Chemistry; Contamination; Food science; Environmental chemistry; Botany; Algae; Biology; Chemical engineering; 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":[0.0001282541,0.0005611949,0.0002751731,0.00021159,0.0001319271,0.0003344294,0.0001979147,0.0001924933,0.0004554991],"category_scores_gemma":[0.0002133496,0.0001629042,0.000357236,0.0002097079,0.0001674692,0.0002097579,0.0003271907,0.0003034264,0.0001136207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002130874,"about_ca_system_score_gemma":0.0002001506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002907369,"about_ca_topic_score_gemma":0.003679947,"domain_scores_codex":[0.9998487,0.00002268656,0.00001392809,0.00002824326,0.00004179082,0.00004448783],"domain_scores_gemma":[0.999918,0.0000141113,0.00002159986,0.000006047783,0.00001720723,0.00002314634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007388482,0.00002031378,0.0002912366,0.00004637403,0.00001233675,0.00001924851,0.00001399079,0.00009309139,0.998467,0.000008072181,0.00001112058,0.0009431925],"study_design_scores_gemma":[0.000006438654,0.0002159886,0.004921342,0.000007641412,0.00003083768,0.00003509689,0.00004248701,0.0009139015,0.9933587,0.000005755687,0.00045129,0.00001068123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987906,0.0003475987,0.0003863715,0.00002077286,0.000007360753,0.000008167309,0.00007040052,0.00001846745,0.0003503464],"genre_scores_gemma":[0.9979772,0.0003572486,0.0009436855,0.0000311894,0.000003197552,0.00001314295,0.0001784548,0.00001015729,0.0004857878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002907369,"threshold_uncertainty_score":0.005780935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502864498369164,"score_gpt":0.2599525627973986,"score_spread":0.2349239178137069,"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."}}