{"id":"W3033958104","doi":"10.1186/s40494-020-00396-x","title":"Systematic mechanical assessment of consolidants for canvas reinforcement under controlled environment","year":2020,"lang":"en","type":"article","venue":"Heritage Science","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Engineering and Physical Sciences Research Council; Horizon 2020 Framework Programme; European Commission","keywords":"Nanocellulose; Adhesive; Materials science; Composite material; Dynamic mechanical analysis; GLUE; Modulus; Biomedical engineering; Cellulose; Medicine; Chemistry; Polymer","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":[0.0003273143,0.0005327553,0.0002382158,0.0002298181,0.0001915345,0.0002843607,0.0001940223,0.0003336081,0.00121066],"category_scores_gemma":[0.0005122853,0.0001704034,0.0002368305,0.0001836269,0.0002339359,0.0002740601,0.0002187033,0.0004587535,0.0002329627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001624364,"about_ca_system_score_gemma":0.0001203392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004705096,"about_ca_topic_score_gemma":0.001328242,"domain_scores_codex":[0.9997075,0.00003581084,0.00001802872,0.00006310784,0.0001272344,0.00004820319],"domain_scores_gemma":[0.9994971,0.0001120496,0.0001239127,0.0000480528,0.0001470714,0.00007188568],"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":[0.00001852044,0.00001122104,0.00007549787,0.00003029498,0.000002684152,0.00002044278,0.00001998222,0.00003621957,0.9990595,0.000006463968,0.000009027612,0.0007101434],"study_design_scores_gemma":[0.000002501769,0.0004496374,0.004050471,0.000008015439,0.00001220652,0.00004025036,0.00004837406,0.0002772766,0.9943526,0.000007905679,0.0007449341,0.000005918043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957126,0.0007409001,0.002434291,0.00001639014,0.00002496873,0.00005603848,0.0001502869,0.00004784995,0.0008168214],"genre_scores_gemma":[0.9928331,0.0005513178,0.004468739,0.00003717542,0.000008579622,0.00008497027,0.0002034509,0.00004397735,0.00176871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00121066,"threshold_uncertainty_score":0.004050076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05892361226773125,"score_gpt":0.2746964454997785,"score_spread":0.2157728332320472,"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."}}