{"id":"W7025352309","doi":"","title":"Understanding Ozone Mechanisms to Alleviate Ceramic Membrane Fouling","year":2014,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Filtration (mathematics); Membrane; Ceramic membrane; Fouling; Nanofiltration; Microfiltration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002804395,0.0003670674,0.0002776892,0.0003860246,0.0003959598,0.0008168058,0.0006537047,0.0006926862,0.02440008],"category_scores_gemma":[0.0003070043,0.0001587956,0.0004893992,0.0002428697,0.0002949506,0.0008509747,0.0005170134,0.0008656296,0.004342716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006892305,"about_ca_system_score_gemma":0.0005748067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002695826,"about_ca_topic_score_gemma":0.005713479,"domain_scores_codex":[0.9998571,0.000008091803,0.000003881875,0.00002429566,0.00007580671,0.00003075958],"domain_scores_gemma":[0.9998876,0.00001968379,0.00001706892,0.00001040434,0.00003842976,0.00002691176],"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":[0.0004702277,0.000266577,0.001130811,0.001380081,0.00005210896,0.0002277594,0.0001034713,0.00117833,0.7367749,0.01369947,0.08119512,0.1635212],"study_design_scores_gemma":[0.0001211793,0.0004889856,0.003894455,0.00009778834,0.00009400859,0.0002778339,0.0002543352,0.005585948,0.6601017,0.006855198,0.3221669,0.00006177746],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3204992,0.06916392,0.1147218,0.04384809,0.005956164,0.0007442288,0.01315939,0.01030986,0.4215974],"genre_scores_gemma":[0.6827159,0.04286666,0.03472645,0.002859283,0.0003590025,0.000189978,0.004174829,0.001093703,0.2310142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02440008,"threshold_uncertainty_score":0.08162642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043083034377313,"score_gpt":0.2422328522135063,"score_spread":0.2118020218697331,"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."}}