{"id":"W4396915592","doi":"10.1080/00393630.2024.2345422","title":"Treatment Case Studies in the Consolidation and Adhesion of Cellulose Nitrate","year":2024,"lang":"en","type":"article","venue":"Studies in Conservation","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Cellulose; Consolidation (business); Nitrate; Adhesion; Chemistry; Polymer science; Materials science; Composite material; Biochemistry; Organic chemistry; Business","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":[0.001979959,0.0004151835,0.0004318764,0.0008961371,0.00277421,0.001049617,0.001592385,0.002015108,0.002418854],"category_scores_gemma":[0.003799107,0.0003969224,0.0004576177,0.001019361,0.001670869,0.000646919,0.001371802,0.0008709602,0.000404842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001717424,"about_ca_system_score_gemma":0.0007124002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00486946,"about_ca_topic_score_gemma":0.01546381,"domain_scores_codex":[0.9973961,0.000996611,0.0001379198,0.0002962713,0.0008472393,0.0003257728],"domain_scores_gemma":[0.9971722,0.001577146,0.000363972,0.0003744168,0.0003753818,0.0001368948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.00306822,0.0117047,0.1379444,0.002763373,0.000334968,0.1061275,0.1571877,0.01785655,0.2804756,0.02093559,0.005798999,0.2558024],"study_design_scores_gemma":[0.0002999009,0.0176686,0.2028706,0.0006140056,0.0005374582,0.05266566,0.1086852,0.02381514,0.505576,0.006513266,0.08043472,0.000319506],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912158,0.000335765,0.002454828,0.0001065757,0.0000148592,0.000175131,0.00002250051,0.00001017291,0.005664226],"genre_scores_gemma":[0.9889854,0.0004796934,0.00598889,0.00007524118,0.00001357225,0.00008403797,0.00003507024,0.0000106566,0.004327516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00486946,"threshold_uncertainty_score":0.01246083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1626432291655634,"score_gpt":0.4271002241550939,"score_spread":0.2644569949895305,"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."}}