{"id":"W4297474320","doi":"10.3390/molecules27196378","title":"Violin Varnishes: Microstructure and Nanomechanical Analysis","year":2022,"lang":"en","type":"article","venue":"Molecules","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Varnish; Violin; Materials science; Nanoscopic scale; Composite material; Synchrotron radiation; Atomic force microscopy; Microstructure; Characterization (materials science); Nanotechnology; Optics; Art; Physics; Art history; Coating","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":[0.0001085486,0.000186381,0.00007389887,0.0003397274,0.0001858717,0.0002146011,0.0001339939,0.0002533309,0.001332274],"category_scores_gemma":[0.0001488788,0.000112392,0.00009325222,0.0001696437,0.0002104992,0.0001758007,0.0001728601,0.0002616759,0.000127513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104926,"about_ca_system_score_gemma":0.00005407943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005901083,"about_ca_topic_score_gemma":0.001052552,"domain_scores_codex":[0.9999269,0.000007399931,0.000003102588,0.00002224675,0.00002700295,0.00001332442],"domain_scores_gemma":[0.9999156,0.00002262734,0.00002100547,0.00001227687,0.00001732311,0.00001127681],"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":[0.00001749164,0.000004633931,0.0003490472,0.00001414078,0.000001360413,0.00002284822,0.00001905362,0.00004840147,0.9985311,0.00002365522,0.000005592585,0.0009626889],"study_design_scores_gemma":[0.000004791551,0.0001728771,0.03596299,0.000006147335,0.000014018,0.0003346158,0.0001403992,0.001680125,0.959934,0.00008796977,0.001654016,0.000008018103],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929436,0.0005720919,0.005024744,0.00002317724,0.000009320864,0.00001669711,0.0001280333,0.00003190459,0.001250266],"genre_scores_gemma":[0.9955414,0.0002515852,0.002767589,0.00001319793,0.000003564799,0.00001021698,0.00008595748,0.00001076141,0.001315782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001332274,"threshold_uncertainty_score":0.004456937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620269630396622,"score_gpt":0.20335436458975,"score_spread":0.1671516682857838,"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."}}