{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003660868,0.0002747847,0.0003452568,0.0001630917,0.0007630851,0.00006428676,0.0005175014,0.0002238516,0.0008699772],"category_scores_gemma":[0.0001219597,0.0001940057,0.00008238383,0.0001694884,0.0007324502,0.0001353286,0.00218313,0.0006093821,0.0006079748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004015477,"about_ca_system_score_gemma":0.000009319309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436598,"about_ca_topic_score_gemma":0.0001044559,"domain_scores_codex":[0.9956065,0.002048413,0.0003616168,0.000483158,0.0008286797,0.0006715714],"domain_scores_gemma":[0.9985874,0.0005690933,0.00007644697,0.0005805344,0.00001450644,0.0001719884],"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":[0.0002853126,0.0003040818,0.08476979,0.00007957414,0.00003848763,0.0000086884,0.001645516,0.00001512721,0.9080088,0.000003014467,0.0007457906,0.004095792],"study_design_scores_gemma":[0.001955603,0.0009111394,0.04374892,0.00002835112,0.00003055159,0.000002056,0.0001326993,0.00003585484,0.9436795,0.00002755961,0.00935109,0.00009670579],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949964,0.0000207003,0.000003732399,0.0001443473,0.0001376528,0.0005876683,0.00002976937,0.00002923429,0.004050473],"genre_scores_gemma":[0.997201,0.0002568552,0.00002163692,0.000069612,0.00002358252,0.00002112673,0.0001686179,0.00001595895,0.002221669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04102087,"threshold_uncertainty_score":0.9525641,"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."}}