{"id":"W4322630314","doi":"10.5539/jmsr.v12n1p1","title":"An Improved Model for Estimation of Mechanical Properties of Polymer-Clay Nano-Composites","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Exfoliation joint; Composite material; Ultimate tensile strength; Nanocomposite; Polymer; Modulus; Nanometre; Composite number; Matrix (chemical analysis); Filler (materials); Polymer clay; Polymer nanocomposite; Graphene; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005506512,0.0007746897,0.0006232903,0.0005602741,0.0002334163,0.0007563665,0.001408995,0.001910113,0.002941017],"category_scores_gemma":[0.001282931,0.0004376007,0.0008430881,0.0003993968,0.0003822123,0.0009494753,0.0005143314,0.00120634,0.0009612573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000637379,"about_ca_system_score_gemma":0.0006070076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005955785,"about_ca_topic_score_gemma":0.004410781,"domain_scores_codex":[0.9997095,0.00006174339,0.00001784929,0.00009311458,0.00008094982,0.00003674601],"domain_scores_gemma":[0.9995475,0.0002303165,0.00006391882,0.00003338626,0.0001145017,0.00001031959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002921588,0.00003319334,0.0005747597,0.0000797216,0.00001585651,0.0001001128,0.0000306304,0.9818774,0.00619091,0.00329915,0.0003129089,0.007456156],"study_design_scores_gemma":[0.000001410476,0.000008291493,0.0001055385,0.000003563346,0.000003256963,0.000009950238,0.00000239608,0.9985922,0.0005539491,0.0004437784,0.0002718275,0.000003814281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02249716,0.0003258669,0.9713318,0.0001703823,0.00004286164,0.00006865941,0.0002955034,0.0004341689,0.004833562],"genre_scores_gemma":[0.9069971,0.0006939582,0.07191818,0.00014077,0.00006476608,0.0005411078,0.0006291767,0.0001460279,0.01886885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005955785,"threshold_uncertainty_score":0.01184225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011175678524715,"score_gpt":0.3776268495103801,"score_spread":0.2765092816579086,"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."}}