{"id":"W4390654444","doi":"10.1016/j.porgcoat.2023.108193","title":"Anticorrosion shape memory-assisted self-healing coatings: A review","year":2024,"lang":"en","type":"review","venue":"Progress in Organic Coatings","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Corrosion; Materials science; Self-healing; Shape-memory alloy; Metal; Composite material; Conversion coating; Metallurgy; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002312547,0.001129382,0.003494511,0.0004005238,0.0003209406,0.0005796025,0.0014007,0.0005299201,0.001161619],"category_scores_gemma":[0.0003150119,0.0009086002,0.0005962195,0.001957968,0.000137059,0.0002381717,0.001113548,0.001276301,0.001018994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005513147,"about_ca_system_score_gemma":0.0006915405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005209189,"about_ca_topic_score_gemma":0.00001420298,"domain_scores_codex":[0.9929807,0.0005929303,0.002662402,0.001662151,0.000904982,0.001196797],"domain_scores_gemma":[0.9967235,0.000437856,0.001434704,0.0009691742,0.0001574799,0.0002772834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005274081,0.0001981179,0.00001624653,0.2407123,0.00003108711,0.000163912,0.0005081128,8.425486e-8,0.0007228828,0.00004911526,0.0009507567,0.7566421],"study_design_scores_gemma":[0.0004157005,0.0002007504,0.000002055536,0.4800501,0.00306731,0.0006806101,0.00006113074,0.0007487872,0.0004121765,0.00003088011,0.5124205,0.001909971],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002371137,0.9945483,0.00002720927,0.0002650752,0.001477042,0.002158273,0.00004840318,0.001003558,0.0002349783],"genre_scores_gemma":[0.0002586944,0.9932627,0.004750945,0.0004067718,0.0003896162,0.0004099443,0.0001152237,0.0002918114,0.0001143058],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7547321,"threshold_uncertainty_score":0.9997588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03428313777155865,"score_gpt":0.334482303527008,"score_spread":0.3001991657554494,"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."}}