{"id":"W2568978267","doi":"10.1557/adv.2016.636","title":"Graphenic Nanocomposite Barrier Films","year":2016,"lang":"en","type":"article","venue":"MRS Advances","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; National Institute for Nanotechnology","funders":"","keywords":"Materials science; Nanocomposite; Compounding; Corrosion; Graphene; Casting; Epoxy; Composite material; Metallurgy; Polyethylene; Nanotechnology","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":[],"category_scores_codex":[0.00008994411,0.00008663155,0.00009397971,0.00003800577,0.0001129176,0.00002865243,0.0001229119,0.00002796654,0.004025318],"category_scores_gemma":[0.00001529989,0.00005161624,0.00005231952,0.00007466036,0.00008628148,0.0005077975,0.00003730084,0.00002247931,0.0006409731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001275275,"about_ca_system_score_gemma":0.000009617743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003793681,"about_ca_topic_score_gemma":0.000008650592,"domain_scores_codex":[0.9992634,0.00002684742,0.0001434089,0.0002176126,0.000161305,0.0001874252],"domain_scores_gemma":[0.9996352,0.00003665244,0.00005114068,0.0001772787,0.00003458031,0.00006516341],"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":[0.00001493333,0.00001391539,0.001260634,0.00000267042,1.081964e-7,0.000001848064,0.00002314869,0.000001645109,0.9891502,0.0002141498,0.0008661241,0.008450628],"study_design_scores_gemma":[0.0002291919,0.00005486673,0.0006773957,0.00004359678,0.000004526387,0.000004673455,0.00002056355,0.000001641175,0.9609839,0.0009557152,0.03690888,0.0001150594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935772,0.0005160055,0.003435033,0.0001575184,0.0007784305,0.0000950398,0.000042898,0.000116213,0.001281641],"genre_scores_gemma":[0.9969645,0.000116666,0.001252179,0.0001122251,0.00004746381,0.00002744801,0.000001986263,0.000008535415,0.001469016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03604276,"threshold_uncertainty_score":0.9968851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009177169567867962,"score_gpt":0.2502054174089895,"score_spread":0.2410282478411216,"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."}}