{"id":"W2013620855","doi":"10.1002/cjce.21927","title":"Sorption and pervaporation results of clinoptilolite filled poly(vinylalcohol) membrane prepared for dehydration of aqueous organic mixtures","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pervaporation; Clinoptilolite; Sorption; Permeation; Thermogravimetric analysis; Zeolite; Aqueous solution; Membrane; Differential scanning calorimetry; Chemistry; Dehydration; Nuclear chemistry; Chemical engineering; Materials science; Chromatography; Organic chemistry; Adsorption","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002225024,0.0001071953,0.0002205044,0.0001191401,0.00002246844,0.00002115605,0.0001034315,0.00009060706,0.0000294591],"category_scores_gemma":[0.0001480713,0.00008909527,0.00006829356,0.0001071703,0.00003285475,0.0001558674,0.000002174864,0.0001266507,5.351025e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000488706,"about_ca_system_score_gemma":0.00008647294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002439114,"about_ca_topic_score_gemma":0.0002490585,"domain_scores_codex":[0.9991177,0.000008857213,0.000550835,0.00006456383,0.0001138941,0.0001441086],"domain_scores_gemma":[0.9993263,0.00008022314,0.0001345205,0.0001088367,0.0001846434,0.0001654166],"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":[0.00003620312,0.00000384166,0.00001704108,0.0001528158,0.00004606945,7.577808e-7,0.0006750457,0.03616713,0.9621676,0.00008091849,0.000166225,0.0004864115],"study_design_scores_gemma":[0.0007749392,0.00005027884,0.0002714167,0.00008119371,0.00004665609,0.00003046572,0.00001640495,0.104428,0.8939171,0.00008407534,0.0001962348,0.0001032678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958845,0.000593383,0.002853031,0.0002035037,0.0001319827,0.0002190452,0.0000240899,0.0000152958,0.00007517109],"genre_scores_gemma":[0.998875,0.00002016101,0.0009366031,0.00001429027,0.00008876057,0.000005184036,0.00002427267,0.00001914056,0.00001664022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06826088,"threshold_uncertainty_score":0.36332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008353306716812321,"score_gpt":0.1912768809464421,"score_spread":0.1829235742296298,"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."}}