{"id":"W2914970430","doi":"10.1016/j.polymertesting.2019.01.011","title":"Design and testing of an electrospun nanofiber mat as a pH biosensor and monitor the pH associated quality in fresh date fruit (Rutab)","year":2019,"lang":"en","type":"article","venue":"Polymer Testing","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":134,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Nanofiber; Colorimeter; Materials science; Red cabbage; pH indicator; Scanning electron microscope; Electrospinning; Fourier transform infrared spectroscopy; Chemical engineering; Chemistry; Polymer; Composite material; Food 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":[],"consensus_categories":[],"category_scores_codex":[0.001789177,0.000227469,0.0003654032,0.00008616257,0.000226837,0.0001144985,0.0003401008,0.0001325351,0.00003389585],"category_scores_gemma":[0.0009204376,0.0001763366,0.00002090656,0.0008177544,0.0003070511,0.0002123405,0.0001671285,0.0002005819,0.0000240269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004682731,"about_ca_system_score_gemma":0.00009815495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384046,"about_ca_topic_score_gemma":0.00003162711,"domain_scores_codex":[0.9975187,0.0004129502,0.0005731056,0.0005473876,0.0003700218,0.0005778429],"domain_scores_gemma":[0.996025,0.002896928,0.0004174166,0.0004148164,0.0001174646,0.0001283504],"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":[0.00001778419,0.00008036163,0.03084349,0.00002805734,0.000008345124,0.000001729028,0.0002489368,0.00000227828,0.9650772,0.0001830784,0.000009280908,0.003499418],"study_design_scores_gemma":[0.0005062066,0.0001925387,0.02567823,0.000104073,0.0000245259,0.00002641426,0.00007142566,0.002078859,0.9696333,0.001443791,0.000007761239,0.0002328905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976481,0.0005563743,0.0003473958,0.0002732675,0.00006664689,0.0005599094,0.00002673964,0.0001225545,0.000398985],"genre_scores_gemma":[0.949873,0.000006356943,0.04963654,0.0002189617,0.00005060855,0.00005528061,0.000006652111,0.00003348369,0.0001191438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04928914,"threshold_uncertainty_score":0.7190797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163469816759148,"score_gpt":0.2940816383852459,"score_spread":0.2624469402176544,"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."}}