{"id":"W1980558560","doi":"10.1016/j.watres.2006.02.001","title":"Phosphorus removal by electric arc furnace steel slag and serpentinite","year":2006,"lang":"en","type":"article","venue":"Water Research","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":257,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electric arc furnace; Slag (welding); Metallurgy; Clogging; Phosphorus; Adsorption; Precipitation; Materials science; Mixing (physics); Ground granulated blast-furnace slag; Chemistry; Cement","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121499,0.0003298186,0.0003040043,0.000258222,0.000249777,0.0003082073,0.0003656133,0.0004391755,0.0008774942],"category_scores_gemma":[0.0001633265,0.0001199128,0.0003111256,0.0001683284,0.0001995732,0.000225961,0.000162619,0.0002248666,0.0002292235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003696691,"about_ca_system_score_gemma":0.0004346427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007370771,"about_ca_topic_score_gemma":0.009182421,"domain_scores_codex":[0.9998754,0.00001327484,0.000009330583,0.00002039355,0.00002916543,0.00005233127],"domain_scores_gemma":[0.999935,0.00001576554,0.00001386033,0.000005299956,0.00001430633,0.00001577897],"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":[0.0007448904,0.00004724084,0.0002499522,0.00005900629,0.000009552276,0.00008293927,0.00004455414,0.0004455314,0.9962183,0.00006796099,0.00005375439,0.001976365],"study_design_scores_gemma":[0.00002074436,0.0004115545,0.001335166,0.000002906501,0.00001135971,0.00004352032,0.00004592902,0.001441952,0.9960819,0.00002658178,0.0005722251,0.000006162306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989743,0.0001346579,0.0002414876,0.0000177989,0.00001031424,0.000004524913,0.00003644363,0.00001905794,0.0005613632],"genre_scores_gemma":[0.9977046,0.00009573186,0.0003728535,0.000008610413,0.000003521481,0.000002026517,0.00008646525,0.000007602033,0.00171864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007370771,"threshold_uncertainty_score":0.01465571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388650081963719,"score_gpt":0.2557163174656072,"score_spread":0.24182981664597,"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."}}