{"id":"W2999959819","doi":"10.1515/ntrev-2019-0045","title":"Materials characterization of advanced fillers for composites engineering applications","year":2019,"lang":"en","type":"article","venue":"Nanotechnology Reviews","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Ministerstvo Průmyslu a Obchodu","keywords":"Materials science; Composite material; Compaction; Porosity; Surface energy; Rheology; Wollastonite; Calcium carbonate; Sphere packing","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":[0.0002062855,0.0001200991,0.0004244212,0.00008071608,0.00003933698,0.00001299163,0.0002660891,0.0001210911,0.0001840278],"category_scores_gemma":[0.00002322541,0.00009692479,0.00005778703,0.000137229,0.00004020091,0.0001038082,0.00005392132,0.00003774001,0.0001817427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000141745,"about_ca_system_score_gemma":0.00001069217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002226967,"about_ca_topic_score_gemma":2.281684e-7,"domain_scores_codex":[0.9991263,0.00002259586,0.0004153166,0.0002105217,0.00004915771,0.0001761141],"domain_scores_gemma":[0.99932,0.000035637,0.0002514709,0.0003330361,0.00004215656,0.00001770313],"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":[0.00001558512,0.00001502247,0.00003276956,0.0002875611,0.000003494017,2.872219e-8,0.00001681295,0.0000105637,0.9895076,0.001063288,0.00001169012,0.009035632],"study_design_scores_gemma":[0.000158031,0.00006341634,0.00004180449,0.00008995228,0.00001128223,0.000002275365,0.000002340575,0.00003980037,0.8326688,0.0000229815,0.1668074,0.00009189409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874169,0.003823245,0.00599784,0.000202248,0.0002587109,0.002053545,0.00009800498,0.0001249818,0.00002454521],"genre_scores_gemma":[0.9721951,0.00260599,0.02260925,0.0001573303,0.0000589454,0.00172197,0.0001552733,0.00003947395,0.0004566021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1667957,"threshold_uncertainty_score":0.3952478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010634145321206,"score_gpt":0.2301503033649555,"score_spread":0.2200439619117435,"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."}}