{"id":"W1502401583","doi":"10.5539/mas.v9n7p214","title":"Self-Healing Coatings for Corrosion Inhibition of Metals","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Coating; Chromate conversion coating; Corrosion; Self-healing; Conversion coating; Metal; Aluminium; Polymer; Composite material; Adhesive; Metallurgy; Layer (electronics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001904745,0.0001192906,0.0001967364,0.0001293438,0.000256442,0.00008663723,0.000226938,0.00005399126,0.00001989786],"category_scores_gemma":[0.00009231662,0.0001065575,0.00004317785,0.0003545695,0.0002728986,0.000386584,0.0001225067,0.00005343973,0.00003896197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132782,"about_ca_system_score_gemma":0.0001998246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009742408,"about_ca_topic_score_gemma":0.000002673245,"domain_scores_codex":[0.9981865,0.00001587837,0.0003491913,0.0004338246,0.0006997291,0.0003148645],"domain_scores_gemma":[0.9989662,0.00004494559,0.0002172244,0.0002560052,0.0003512949,0.000164324],"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":[0.00003802306,0.00006529658,0.00001020584,0.00002180684,4.809276e-8,1.525954e-7,0.0009924218,0.0001951113,0.9960361,0.002071002,0.0001444089,0.0004254466],"study_design_scores_gemma":[0.0004869397,0.00009444244,0.00001329021,0.0000215975,0.00001301858,0.00000256167,0.0002052163,0.03714323,0.9569173,0.004867947,0.0001064283,0.0001280719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5822286,0.00001421051,0.4159809,0.0000305999,0.0002196053,0.000390498,0.00001789838,0.00009401722,0.001023677],"genre_scores_gemma":[0.9763662,0.000001398566,0.02337383,0.00008522257,0.00003690843,0.00008621987,0.000009214929,0.00001127192,0.00002968932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3941377,"threshold_uncertainty_score":0.4345289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04477554697081548,"score_gpt":0.2888465168577715,"score_spread":0.244070969886956,"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."}}