{"id":"W2317850505","doi":"10.1021/sc3000652","title":"Novel Biodegradable Films with Extraordinary Tensile Strength and Flexibility Provided by Nanoparticles","year":2012,"lang":"en","type":"article","venue":"ACS Sustainable Chemistry & Engineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; College of the North Atlantic","funders":"","keywords":"Starch; Materials science; Chemical engineering; Nanoparticle; Ultimate tensile strength; Differential scanning calorimetry; Transmission electron microscopy; Cadmium sulfide; Nanotechnology; Composite material; Chemistry; Organic chemistry; Metallurgy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003621295,0.000318258,0.000290888,0.00002426357,0.0002348704,0.0001593129,0.0002039238,0.000116828,0.0001717525],"category_scores_gemma":[0.0001168684,0.0002459451,0.00003153633,0.000176647,0.000111178,0.0006899504,0.000149301,0.0001507602,0.000004956759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007430798,"about_ca_system_score_gemma":0.00006701775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003646232,"about_ca_topic_score_gemma":4.86437e-7,"domain_scores_codex":[0.9981222,0.00001303773,0.0002498253,0.0004009889,0.0002182264,0.0009957298],"domain_scores_gemma":[0.9990935,0.00008154455,0.00007152585,0.0004031838,0.00008832854,0.0002619414],"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":[0.0000462044,0.0001400198,0.0004228829,0.0004935366,0.00001665107,0.000005308811,0.0002298815,0.00005217582,0.9975143,0.00009627649,0.0005458292,0.0004369364],"study_design_scores_gemma":[0.0002768682,0.0000373529,0.00008151145,0.00004754404,0.00003232692,0.00006123955,0.001703882,0.0004969201,0.9899337,0.000005864447,0.006939701,0.0003830488],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780024,0.02073947,0.0003182052,0.0001439673,0.00004028918,0.0001577672,0.00003078076,0.0002215939,0.0003455381],"genre_scores_gemma":[0.9929819,0.00003418962,0.003696863,0.00002334235,0.00006242265,0.0000788011,0.00001153758,0.00004230748,0.003068661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02070528,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043739859536805,"score_gpt":0.1961595935831459,"score_spread":0.1857221949877779,"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."}}