{"id":"W4225104223","doi":"10.3390/min12020171","title":"Phosphate Removal from Wastewater by Magnetic Amorphous Lanthanum Silicate Alginate Hydrogel Beads","year":2022,"lang":"en","type":"article","venue":"Minerals","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Science Fund for Distinguished Young Scholars; China Scholarship Council; Central South University; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Adsorption; Aqueous solution; Phosphate; Lanthanum; Amorphous calcium phosphate; Amorphous solid; Silicate; Sodium silicate; Chemical engineering; Inorganic chemistry; Mesoporous material; Chemistry; Materials science; Nuclear chemistry; Organic chemistry; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.000195179,0.0002134388,0.0002037357,0.00002263014,0.000230122,0.00003457811,0.0004980264,0.00002517713,0.01864819],"category_scores_gemma":[0.000004771412,0.0001983426,0.00006562479,0.0002257286,0.00007136104,0.00009270167,0.0009130217,0.000144433,0.0006171373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000349044,"about_ca_system_score_gemma":0.000007702434,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1872164,"about_ca_topic_score_gemma":0.002495234,"domain_scores_codex":[0.9981176,0.00005719412,0.0002553896,0.0005208207,0.000567884,0.0004811291],"domain_scores_gemma":[0.9993367,0.00002345901,0.0000861264,0.0004226632,0.00000273551,0.0001283737],"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":[0.0000628555,0.0001764076,0.003064724,0.000002933277,0.00001789247,0.0002026729,0.0001289871,0.000632122,0.4087769,0.00002535689,0.58468,0.002229124],"study_design_scores_gemma":[0.0006057628,0.0001284037,0.0006824959,0.000003349612,0.00002428713,0.00001070716,0.00005554816,0.001237263,0.1383716,0.0003359547,0.8582347,0.0003099192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834423,0.000923586,0.000007183355,0.001326746,0.0003176986,0.0002794005,0.0002318332,0.00006312259,0.01340815],"genre_scores_gemma":[0.9510047,0.00006448165,0.0001545874,0.00142045,0.00003318041,0.0001083751,0.0001908952,0.00003056806,0.0469927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2735547,"threshold_uncertainty_score":0.9822489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005787261625450567,"score_gpt":0.1855302856350978,"score_spread":0.1797430240096472,"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."}}