{"id":"W4416326725","doi":"10.1080/00393630.2025.2582959","title":"Comparison of Preventive Conservation Guidelines for Particulate Matter and Lighting in Heritage Libraries","year":2025,"lang":"en","type":"article","venue":"Studies in Conservation","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"European Social Fund","keywords":"Particulates; Cultural heritage","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":[],"consensus_categories":[],"category_scores_codex":[0.0003909561,0.0001249938,0.00038303,0.0001761434,0.0001701781,0.00004403121,0.00005667928,0.00003725664,0.00001721706],"category_scores_gemma":[0.0006497856,0.0001144906,0.00003665486,0.000122864,0.0003286393,0.0002659115,0.00008871236,0.00006006934,5.048439e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003087156,"about_ca_system_score_gemma":0.0000314311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004132398,"about_ca_topic_score_gemma":0.008450436,"domain_scores_codex":[0.9987771,0.00005286161,0.0007795907,0.0001848211,0.00007246545,0.0001331541],"domain_scores_gemma":[0.9985328,0.0005753305,0.000205389,0.00009508324,0.0005842089,0.00000718565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007547998,0.00005811615,0.7864375,0.000614058,0.00008004049,3.839731e-7,0.03072017,0.000005464372,0.00008024655,0.145059,0.03577462,0.001094941],"study_design_scores_gemma":[0.002992062,0.0002774931,0.4426818,0.003909279,0.0001569267,5.151199e-7,0.1676013,0.0120112,0.004940327,0.1549924,0.2097434,0.0006933461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588049,0.00479127,0.0004463372,0.03167048,0.0003307898,0.0009001759,0.00002012575,0.0000506277,0.002985314],"genre_scores_gemma":[0.9917798,0.0002622164,0.002917336,0.002295878,0.00004105988,0.0003243312,0.00001432945,0.000008272345,0.002356755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3437557,"threshold_uncertainty_score":0.4715542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2291327844742442,"score_gpt":0.4220114433161227,"score_spread":0.1928786588418785,"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."}}