{"id":"W813184664","doi":"","title":"METAL ION SEPARATION USING ELECTRICALLY SWITCHED ION EXCHANGE","year":2015,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Ion-surface interactions and analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Defense; McMaster University","keywords":"Ion exchange; Materials science; Ion; Separation (statistics); Chemistry; Computer science; Organic chemistry","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":[0.0001455988,0.0004576535,0.0002503371,0.0002779128,0.0001993773,0.0003981174,0.000581085,0.0004651076,0.001805239],"category_scores_gemma":[0.0001712278,0.0002031242,0.0002313891,0.0002536536,0.000184733,0.0004597711,0.0004588822,0.0003658138,0.0008555102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002293903,"about_ca_system_score_gemma":0.0001219362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003868531,"about_ca_topic_score_gemma":0.0006072393,"domain_scores_codex":[0.9997856,0.00002320879,0.00001463076,0.00007092434,0.00006970441,0.00003585476],"domain_scores_gemma":[0.999947,0.00001206244,0.00001089938,0.0000063375,0.00001647215,0.000007341378],"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":[0.00003425478,0.00001043422,0.00004353277,0.00005858751,0.000005087752,0.00005253108,0.00001790735,0.00004130627,0.9947529,0.0001279463,0.0001222853,0.004733176],"study_design_scores_gemma":[0.000006570297,0.00006304018,0.0002604805,0.000003281195,0.000004233284,0.0001275986,0.00001498204,0.0006460053,0.9953602,0.000037873,0.003469764,0.000005935265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171329,0.00600795,0.05684018,0.0005632139,0.0003350543,0.0002143456,0.0005452899,0.001280101,0.01708094],"genre_scores_gemma":[0.9533704,0.002770657,0.03068808,0.0002807972,0.00004624045,0.00009413667,0.0004989442,0.00006890537,0.01218191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001805239,"threshold_uncertainty_score":0.006039143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633661104334303,"score_gpt":0.239992291577819,"score_spread":0.223655680534476,"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."}}