{"id":"W4213291945","doi":"10.2139/ssrn.4009563","title":"Crosslinking Inert Liquidlike Polydimethylsiloxane Brushes Using Bis-Diazirine Chemical Insertion for Enhanced Mechanical Durability","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada Research Chairs; University of Victoria; University of Toronto","funders":"","keywords":"Polydimethylsiloxane; Diazirine; Durability; Inert; Materials science; Polymer chemistry; Composite material; Polymer science; Chemical engineering; Chemistry; Organic chemistry; Photochemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001912545,0.0002662257,0.0001533277,0.0001256386,0.0001298671,0.0002381588,0.0002708846,0.0002798129,0.001594702],"category_scores_gemma":[0.0001951201,0.0001582695,0.0001506234,0.0001145214,0.0001420055,0.0002915818,0.0001684827,0.0003349364,0.0002896799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870738,"about_ca_system_score_gemma":0.000084522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002004415,"about_ca_topic_score_gemma":0.0007064581,"domain_scores_codex":[0.999895,0.00000774011,0.000008847646,0.00002955669,0.00003284993,0.00002595446],"domain_scores_gemma":[0.9999106,0.00002251205,0.00002423878,0.00001376017,0.00001447448,0.00001455376],"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":[0.00001587075,0.000007092999,0.00002356821,0.00001864169,0.000002036252,0.00001255625,0.00001137002,0.00002449395,0.9990602,0.00003062021,0.00001084231,0.0007828423],"study_design_scores_gemma":[0.000002663479,0.00006721401,0.0003603801,0.000001758709,0.000005124667,0.00002143606,0.000005596968,0.0002961202,0.9988135,0.000007370742,0.0004169491,0.000002015798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945176,0.0008968781,0.003214381,0.00003215601,0.00003043097,0.00001375578,0.00005410946,0.00007309282,0.001167575],"genre_scores_gemma":[0.9965017,0.0003084953,0.001577751,0.0000192299,0.000004782623,0.000007740785,0.00005040958,0.00001419283,0.001515843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001594702,"threshold_uncertainty_score":0.005334795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127506627596293,"score_gpt":0.2989836026353501,"score_spread":0.2777085363593872,"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."}}