{"id":"W3111177895","doi":"10.29117/quarfe.2020.0003","title":"Cellulose microfibers (CMFs) reinforced smart self-healing polymeric composite coatings for corrosion protection of steel","year":2020,"lang":"en","type":"article","venue":"University of the Future: Re-Imagining Research and Higher Education","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar National Research Fund; College of Family Physicians of Canada; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Materials science; Corrosion; Dielectric spectroscopy; Scanning electron microscope; Fourier transform infrared spectroscopy; Coating; Corrosion inhibitor; Microfiber; Composite material; Composite number; Chemical engineering; Cellulose; Electrochemistry; Chemistry; Electrode","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001296415,0.000317284,0.0001493012,0.0003341559,0.0001083147,0.0001321464,0.000170051,0.0003435015,0.0005463314],"category_scores_gemma":[0.0001340063,0.0001569153,0.0002515377,0.0001457233,0.0000955946,0.0001808412,0.0001153791,0.000255555,0.0001639899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002335481,"about_ca_system_score_gemma":0.0001257301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020846,"about_ca_topic_score_gemma":0.003105053,"domain_scores_codex":[0.9999044,0.000007790511,0.000006369846,0.00001803082,0.00004634703,0.00001709465],"domain_scores_gemma":[0.9998804,0.00001277481,0.00004127351,0.000006916129,0.00003816717,0.0000204515],"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":[0.00001760059,0.000007440123,0.0000836883,0.0000528624,0.000003946715,0.00003514179,0.000006692354,0.0001290512,0.9970044,0.0000209111,0.00004373311,0.002594554],"study_design_scores_gemma":[0.000003611919,0.0001679948,0.001908022,0.000005252465,0.000008292322,0.0001278709,0.000008732716,0.001180513,0.9951668,0.000009004477,0.001407808,0.000006123134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979041,0.005686985,0.01322807,0.00009847472,0.00008642774,0.00003809174,0.0001427802,0.0001905492,0.001487637],"genre_scores_gemma":[0.9871875,0.001914145,0.008705968,0.00003829963,0.00001595158,0.00001499803,0.00009760083,0.00001367145,0.002011926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001020846,"threshold_uncertainty_score":0.002029836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03742188912825068,"score_gpt":0.2804078174796103,"score_spread":0.2429859283513596,"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."}}