{"id":"W2914566782","doi":"10.1002/pi.5790","title":"Eumelanin for nature‐inspired UV‐absorption enhancement of plastics","year":2019,"lang":"en","type":"article","venue":"Polymer International","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Materials science; Thermogravimetric analysis; Polymer; Absorption (acoustics); Ultraviolet; Compression molding; Compounding; Chemical engineering; Thermal stability; Ethylene-vinyl acetate; Copolymer; Molding (decorative); Polymer chemistry; Organic chemistry; Composite material; Chemistry; Optoelectronics","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":[0.00005972822,0.00006497463,0.0000616164,0.00003462087,0.00001228484,0.000007899414,0.0001141472,0.00008769049,0.0002305213],"category_scores_gemma":[0.00002466933,0.00006428362,0.00005276666,0.00001828111,0.00001360001,0.000003399265,0.00002880675,0.00003449316,0.00002168411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001183824,"about_ca_system_score_gemma":0.00002132998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006602147,"about_ca_topic_score_gemma":0.000003137254,"domain_scores_codex":[0.9994694,0.000009108751,0.0001519479,0.000149368,0.0001415716,0.00007861773],"domain_scores_gemma":[0.9997055,0.00001087966,0.00008978354,0.00009497934,0.00007927938,0.00001957189],"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":[0.0001504591,0.00005158825,0.004532444,0.00001186168,0.0000677698,8.614558e-8,0.00002505615,0.00001096582,0.9890583,0.003415744,0.00171341,0.0009623023],"study_design_scores_gemma":[0.0007062762,0.0001683214,0.002011872,0.0000109714,0.000007931848,0.000001760961,0.00002062562,0.0005861439,0.9847609,0.00007199965,0.01157898,0.00007414423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821587,0.000216947,0.01290045,0.0001500645,0.00142022,0.0001604658,0.00008869686,0.000003875843,0.002900577],"genre_scores_gemma":[0.9937816,0.00002593457,0.0005416255,0.0001835095,0.000225906,0.00002201921,0.0008890828,0.000008848344,0.004321425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01235883,"threshold_uncertainty_score":0.262141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007154003294477173,"score_gpt":0.2699663319649154,"score_spread":0.2628123286704382,"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."}}