{"id":"W4366434776","doi":"10.2139/ssrn.4423291","title":"Non-Flammable Free-Standing Tio2 Nanotubular Hybrid Membrane Prepared by a Two Step Anodization","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Anodic Oxide Films and Nanostructures","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Anodizing; Flammable liquid; Materials science; Membrane; Nanotechnology; Chemical engineering; Composite material; Chemistry; Waste management; Engineering; Aluminium","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003103101,0.0006023918,0.0007512216,0.0003006053,0.000617499,0.0005774572,0.001437095,0.0003135769,0.0004140238],"category_scores_gemma":[0.0002158982,0.0005505189,0.0003027608,0.0002543292,0.0001157429,0.0003532744,0.0008152954,0.002704045,0.0001494464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001804788,"about_ca_system_score_gemma":0.003712278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000819999,"about_ca_topic_score_gemma":0.0008267171,"domain_scores_codex":[0.9936423,0.0002019909,0.0009366627,0.0009319378,0.001021453,0.003265673],"domain_scores_gemma":[0.9976711,0.00006498155,0.0009525128,0.0008623658,0.0002365174,0.0002124899],"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":[0.0004071704,0.00008419899,0.0004066546,0.0002106828,0.0004033326,0.00007298521,0.0003351699,0.005259203,0.9445641,0.006103564,0.0409602,0.001192709],"study_design_scores_gemma":[0.005458556,0.0007189977,0.00009700319,0.0009527477,0.0005908473,0.001284082,0.000995442,0.006924037,0.5558352,0.4119583,0.01275839,0.002426356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259217,0.004913753,0.06197223,0.0005924975,0.004112888,0.0009050763,0.0005001584,0.0004247779,0.0006569623],"genre_scores_gemma":[0.9782196,0.005986877,0.0009350986,0.00008076055,0.001190173,0.00005057201,0.0003365045,0.0001994821,0.01300093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4058547,"threshold_uncertainty_score":0.9996946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008433954660370231,"score_gpt":0.2401350827996001,"score_spread":0.2317011281392298,"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."}}