{"id":"W2069544556","doi":"10.1002/pen.21211","title":"Estimation of stresses required for exfoliation of clay particles in polymer nanocomposites","year":2008,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Nova Chemicals (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Materials science; Exfoliation joint; Composite material; Polymer clay; Delamination (geology); Nanocomposite; Dispersion (optics); Polymer; Particle (ecology); Nanotechnology; Graphene","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":[0.0003254718,0.0003131056,0.0002210314,0.0004294266,0.000108452,0.0002339738,0.0001778051,0.0003727539,0.0004390897],"category_scores_gemma":[0.0008575869,0.0001959316,0.0001935093,0.0001707378,0.0001856094,0.0003340855,0.0001396711,0.0003484961,0.0001376819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003166343,"about_ca_system_score_gemma":0.0001427402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000783808,"about_ca_topic_score_gemma":0.0009728742,"domain_scores_codex":[0.9997881,0.00002355564,0.00001465527,0.00004152394,0.0001081555,0.00002404806],"domain_scores_gemma":[0.9994934,0.0002440064,0.0001098481,0.00002446538,0.00008882202,0.00003957567],"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":[0.000112406,0.00002880544,0.001625424,0.00005387115,0.000006165321,0.00004684752,0.00002812196,0.006221163,0.9877526,0.0000738346,0.00001596366,0.004034821],"study_design_scores_gemma":[0.000007037319,0.0002004727,0.005584201,0.000005272347,0.000008333544,0.00004575798,0.00003380872,0.05758632,0.9361803,0.00008604031,0.0002526057,0.000009814906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855318,0.0003119065,0.01366303,0.00001987223,0.00000803002,0.00001295651,0.0001103618,0.00004367543,0.0002983724],"genre_scores_gemma":[0.9961038,0.0001342955,0.003415418,0.000002813611,0.000001909024,0.00001025011,0.00009072325,0.000006047285,0.0002348116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000783808,"threshold_uncertainty_score":0.002297342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820965984996296,"score_gpt":0.2368021082116057,"score_spread":0.2185924483616427,"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."}}