{"id":"W2016443707","doi":"10.4028/www.scientific.net/amr.602-604.1484","title":"Fabrication of Polyelectrolyte/TiO&lt;sub&gt;2&lt;/sub&gt; Hybrid Membrane via a Simple Method and Characterization of its Thermal Behavior","year":2012,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Scanning electron microscope; Titanium dioxide; Chemical engineering; Thermal stability; Thermogravimetry; Fabrication; Casting; Aqueous solution; Polymer; Membrane; Solvent; Polyelectrolyte; Polymer chemistry; Composite material; Organic chemistry; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.002016323,0.000194187,0.0004276361,0.0002236372,0.0002249565,0.00006186283,0.0003103797,0.00008690634,0.0005227109],"category_scores_gemma":[0.000199386,0.0001840504,0.00004359911,0.0004000013,0.0001840481,0.0006125227,0.0002031844,0.0001055554,0.00004070755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005368598,"about_ca_system_score_gemma":0.00007246769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005371239,"about_ca_topic_score_gemma":0.000003151014,"domain_scores_codex":[0.9972764,0.0004744319,0.0006269915,0.0004089791,0.0005607466,0.0006524783],"domain_scores_gemma":[0.99825,0.000225256,0.0003870392,0.0004956436,0.0004858111,0.0001562204],"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":[0.000127754,0.0001828405,0.00004070703,0.0001407914,0.000008516957,5.459389e-7,0.0002579709,0.000003613122,0.9841341,0.000437069,0.000007243291,0.01465887],"study_design_scores_gemma":[0.0003661562,0.0001109333,0.004879248,0.0000290013,0.00002990474,0.00001448844,0.00002471416,0.00003001929,0.993869,0.0001056772,0.0003715052,0.0001693219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949644,0.000288466,0.003093491,0.0001122427,0.000211515,0.0009205211,0.0003028678,0.00004996986,0.00005651903],"genre_scores_gemma":[0.997272,0.0002527617,0.001544994,0.00001502137,0.0002066679,0.0004234484,0.0001534664,0.000043351,0.00008824623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01448955,"threshold_uncertainty_score":0.7505359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04211247563177502,"score_gpt":0.3655510642661902,"score_spread":0.3234385886344152,"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."}}