{"id":"W4382652910","doi":"10.1002/9781119535775.ch6","title":"Nano‐Layered Films and Foams","year":2023,"lang":"en","type":"other","venue":"","topic":"Polymer Foaming and Composites","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Stack (abstract data type); Nanometre; Nano-; Polymer; Composite material; Layer (electronics); Nanotechnology; Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005774792,0.0001363739,0.0001726342,0.0000738317,0.00003381987,0.00006182175,0.0001459033,0.0001172,0.005954374],"category_scores_gemma":[0.000008638652,0.0001071485,0.0000253193,0.00005492238,0.00004870239,0.00001834659,0.00008661823,0.00003801348,0.001938493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003965185,"about_ca_system_score_gemma":0.00001366462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103212,"about_ca_topic_score_gemma":0.0002777455,"domain_scores_codex":[0.9993502,0.00001654744,0.00008412348,0.0002559678,0.000113207,0.0001799205],"domain_scores_gemma":[0.9996439,0.00003324275,0.0000484587,0.000215971,0.000003980031,0.00005449088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001723157,0.000007720835,0.0000191729,0.00002261926,0.000008883866,0.000006299056,0.0000244719,1.427353e-7,0.1737927,0.0003820223,0.824555,0.001179261],"study_design_scores_gemma":[0.0003809067,0.00007952246,0.0000481048,0.0003826854,0.00003923498,0.0000178022,0.0001025931,0.00009751961,0.4119974,0.0002252566,0.585895,0.0007339474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002954986,0.002156351,0.00006916248,0.00006927437,0.001077157,0.00009352458,0.00005878632,0.001955045,0.9915657],"genre_scores_gemma":[0.004731967,0.00008673961,0.000873445,0.00008593451,0.000109526,0.00001134779,0.00000371606,0.0003636429,0.9937337],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.23866,"threshold_uncertainty_score":0.9988386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0109668250492831,"score_gpt":0.2300064695073243,"score_spread":0.2190396444580412,"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."}}