{"id":"W4388961537","doi":"10.1002/pen.26583","title":"Spontaneously self‐healing silicone polyurea coating for metal corrosion protection","year":2023,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Materials science; Self-healing; Polyurea; Coating; Corrosion; Elastomer; Composite material; Silicone","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":[0.000925519,0.0001725458,0.0001967402,0.0002600589,0.0006340846,0.0002182017,0.0002283779,0.0000516816,0.000006176553],"category_scores_gemma":[0.0001105375,0.0001609842,0.00004625077,0.0007105649,0.00008680749,0.0003098145,0.00010457,0.00009898691,0.00001696469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004956568,"about_ca_system_score_gemma":0.0000679975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002101804,"about_ca_topic_score_gemma":0.000004171303,"domain_scores_codex":[0.9983166,0.00001490362,0.0002528518,0.000455378,0.0003303056,0.0006299177],"domain_scores_gemma":[0.9993905,0.0001185365,0.00007012599,0.0001866828,0.00004981562,0.0001842867],"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":[0.0000108821,0.000009912344,0.00002945804,0.00005123579,0.000001656543,0.000005131991,0.0005276736,0.002626428,0.9950793,0.0003931187,0.0000040308,0.001261217],"study_design_scores_gemma":[0.000140991,0.00006453036,0.0001336583,0.00004087846,0.00001113862,0.0001050762,0.00006092343,0.3833671,0.6158289,0.00001156025,0.00007731799,0.0001579582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750315,0.0007399169,0.0222263,0.0001613309,0.0008525717,0.0002713951,0.00001293414,0.0006686485,0.00003541422],"genre_scores_gemma":[0.9965883,0.00001631221,0.003015768,0.00004180478,0.0001447353,0.00005028136,0.000003360085,0.00002218791,0.0001172471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3807406,"threshold_uncertainty_score":0.6564744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472910299780147,"score_gpt":0.2334352280963045,"score_spread":0.218706125098503,"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."}}