{"id":"W2949235874","doi":"10.1002/chin.201540273","title":"ChemInform Abstract: Recent Strategies to Develop Self‐Healable Crosslinked Polymeric Networks","year":2015,"lang":"en","type":"article","venue":"ChemInform","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Chemistry; Nanotechnology; Polymer science","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"],"consensus_categories":[],"category_scores_codex":[0.0005697499,0.0003511828,0.0003831743,0.0000822986,0.0002229439,0.0003932293,0.000617114,0.000201018,0.0007809395],"category_scores_gemma":[0.00009120338,0.0003211482,0.00005443371,0.0007557629,0.00006666595,0.0008136224,0.0002658915,0.0002188493,0.0006119244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003238346,"about_ca_system_score_gemma":0.0009003207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002914915,"about_ca_topic_score_gemma":0.00002508131,"domain_scores_codex":[0.9974714,2.479091e-7,0.0006850634,0.0003708301,0.0004742685,0.0009982242],"domain_scores_gemma":[0.9981063,0.00006147118,0.0002246082,0.0004937374,0.0003930237,0.0007208715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006652387,0.0004221471,0.000176524,0.0003805923,0.0001184079,0.0000484559,0.02488792,0.0008739384,0.1595026,0.001459,0.2627271,0.5487381],"study_design_scores_gemma":[0.000701939,0.00009614527,0.0003132793,0.00005774935,0.00002088141,0.00004111672,0.001630106,0.000423716,0.742062,0.0000706736,0.2539287,0.0006537476],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08952563,0.00143654,0.00006611694,0.0006233032,0.001349149,0.000487501,0.00001726134,0.0007282179,0.9057663],"genre_scores_gemma":[0.9791836,0.0002368763,0.003246343,0.002724541,0.0008590184,0.0001254835,0.000150465,0.00008618058,0.01338755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8923787,"threshold_uncertainty_score":0.9999241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02687841765186096,"score_gpt":0.2664848343223005,"score_spread":0.2396064166704396,"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."}}