{"id":"W2159220107","doi":"10.1002/app.28734","title":"2,2‐Bis[4‐(3,4‐dicarboxyphenoxy) phenyl]propane dianhydride (BPADA)‐based polyimide membranes for pervaporation dehydration of isopropanol: Characterization and comparison with 4,4′‐(hexafluoroisopropylidene) diphthalic anhydride (6FDA)‐based polyimide membranes","year":2008,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pervaporation; Membrane; Polyimide; Permeation; Polymer chemistry; Monomer; Moiety; Materials science; Chemical engineering; Condensation polymer; Polymer; Organic chemistry; Chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007169033,0.0004806978,0.0008467447,0.0007863717,0.000406307,0.0001156395,0.0004827975,0.000156384,0.00003242006],"category_scores_gemma":[0.000024631,0.0004112513,0.0001417016,0.001063174,0.000712041,0.001033208,0.0000172032,0.0002918949,0.000001869511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009164259,"about_ca_system_score_gemma":0.0006358713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003732838,"about_ca_topic_score_gemma":0.00004871948,"domain_scores_codex":[0.9963303,0.0000423629,0.001400562,0.0004794749,0.001197132,0.0005501325],"domain_scores_gemma":[0.9977403,0.0001264319,0.0009101679,0.0004167635,0.0004382372,0.0003680803],"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":[0.0008780877,0.0001503203,0.002142082,0.0005213527,0.00004961584,0.00001347953,0.0009998605,0.01792184,0.9755912,0.0001887699,0.00001442266,0.001528965],"study_design_scores_gemma":[0.002099942,0.0004379365,0.005135987,0.0001210243,0.0001367121,0.00009159806,0.0001111141,0.08792794,0.9031079,0.00001454259,0.0003785445,0.0004367385],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578769,0.0009536363,0.03930017,0.0003467124,0.0002869435,0.0007229068,0.00002833376,0.0001138691,0.0003705593],"genre_scores_gemma":[0.9957694,0.0001492804,0.00340399,0.000245535,0.000187784,0.00005102113,0.00006674192,0.00007403114,0.0000522279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07248329,"threshold_uncertainty_score":0.9998339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715673364871495,"score_gpt":0.2272164770597535,"score_spread":0.2100597434110386,"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."}}