{"id":"W2312589083","doi":"10.1021/la203331h","title":"Preparation of Highly Exfoliated Polyester–Clay Nanocomposites: Process–Property Correlations","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Exfoliation joint; Montmorillonite; Materials science; Nanocomposite; Intercalation (chemistry); Polyester; Chemical engineering; Fourier transform infrared spectroscopy; Dispersion (optics); Composite material; Scanning electron microscope; Polymer chemistry; Chemistry; Organic chemistry; Graphene; Nanotechnology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001125731,0.0001378735,0.000199271,0.00007088317,0.0001314438,0.00003009334,0.0002489511,0.00007716269,0.000497271],"category_scores_gemma":[0.000009968888,0.00008667286,0.00005274072,0.0001823209,0.0000914142,0.000323011,0.00004785883,0.00005425747,0.0002448404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001500835,"about_ca_system_score_gemma":0.00004021098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006099273,"about_ca_topic_score_gemma":0.00001992809,"domain_scores_codex":[0.9989958,0.0000663695,0.0003204316,0.0002231631,0.0001754639,0.0002187611],"domain_scores_gemma":[0.9994287,0.000019657,0.0001662773,0.000229575,0.0001011722,0.00005457289],"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":[0.0001490257,0.0001259108,0.004017983,0.00004990139,0.00001101868,0.000002039912,0.004896398,0.00001124355,0.9897138,0.0003113893,0.0004434203,0.000267875],"study_design_scores_gemma":[0.0002559275,0.0001817567,0.006392178,0.00004893616,0.00002942888,0.00001030494,0.00006763092,0.0002901909,0.9912949,0.0001411821,0.001127684,0.0001599007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775177,0.0003851714,0.0002059613,0.00007139005,0.0001845255,0.0002568088,0.00003501565,0.0001553654,0.02118801],"genre_scores_gemma":[0.9966433,0.000005107745,0.0008535694,0.00008689584,0.00004843909,0.0000380256,0.00002324193,0.00001750018,0.002283894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01912558,"threshold_uncertainty_score":0.5444769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02906296016743438,"score_gpt":0.26630848109095,"score_spread":0.2372455209235156,"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."}}