{"id":"W4387142927","doi":"10.1016/j.memsci.2023.122121","title":"The influence of temperature on dynamic membrane structure","year":2023,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Membrane structure; Shrinkage; Materials science; Chemistry; Chemical engineering; Composite material; Biochemistry","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":[0.0002600699,0.0001703051,0.000205071,0.0001479627,0.0003166521,0.000683762,0.0003120028,0.0003187602,0.003374006],"category_scores_gemma":[0.001298471,0.0002373328,0.0002095827,0.0001360628,0.0005670535,0.0007385102,0.0001989755,0.0005241043,0.0004455188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004815843,"about_ca_system_score_gemma":0.0002268703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009743042,"about_ca_topic_score_gemma":0.0007694795,"domain_scores_codex":[0.9998174,0.00003567441,0.00001091589,0.00004365296,0.00004335462,0.00004896388],"domain_scores_gemma":[0.9992709,0.000463397,0.000071111,0.0000510693,0.00009898683,0.0000445197],"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":[0.00112685,0.00006316703,0.001018742,0.000102803,0.00002784463,0.0001390697,0.0001484906,0.001656781,0.9901669,0.0007167004,0.000203795,0.004628749],"study_design_scores_gemma":[0.00002200349,0.0001833488,0.007227641,0.00001422619,0.00002386234,0.00008741426,0.0001053044,0.004686123,0.9863755,0.0002534189,0.001002655,0.00001844876],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993733,0.001309124,0.00152323,0.0001482739,0.00006177646,0.00001391326,0.000161914,0.00002728247,0.003021567],"genre_scores_gemma":[0.999034,0.0002489,0.0002001998,0.00002048652,0.000006191189,0.000004502953,0.00005491006,0.0000149292,0.0004159224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003374006,"threshold_uncertainty_score":0.01128721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006447471202743569,"score_gpt":0.2546995510350003,"score_spread":0.2482520798322567,"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."}}