{"id":"W7116892348","doi":"10.1016/j.revmic.2025.100881","title":"How permanent are mountants? An overview of the conservation state of the G. Deflandre microscope slides collection","year":2025,"lang":"en","type":"article","venue":"Revue de Micropaléontologie","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Muséum National d'Histoire Naturelle; Agence Nationale de la Recherche; Fondation des Sciences du Patrimoine","keywords":"Microscope; Data collection; Sealant; Orange (colour); Qualitative analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001731144,0.0001110815,0.00023798,0.00004837205,0.0003301726,0.00006559032,0.0002684123,0.00003766039,0.00001877838],"category_scores_gemma":[0.0001112993,0.00006802581,0.0001178378,0.0001279437,0.000261484,0.00007849582,0.0001028615,0.0001000426,3.501206e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008439797,"about_ca_system_score_gemma":0.00009195012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008861541,"about_ca_topic_score_gemma":0.02663529,"domain_scores_codex":[0.9992959,0.0001236925,0.0002412696,0.0001357497,0.00007164424,0.0001317257],"domain_scores_gemma":[0.9990246,0.00006851768,0.0003041987,0.0003172222,0.0002755205,0.000009981309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002497403,0.0004366588,0.6144293,0.003217023,0.0003872495,0.000005070691,0.02894468,0.00002055241,0.09897397,0.1717227,0.06335178,0.0182613],"study_design_scores_gemma":[0.0005196713,0.0001165595,0.4751909,0.001294869,0.0001672705,0.00001084614,0.005498869,0.0001583055,0.09892309,0.006653061,0.4112106,0.0002558749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978807,0.004181866,0.00004397497,0.01432647,0.0003533362,0.00047471,0.0001023873,0.00004176669,0.001668463],"genre_scores_gemma":[0.9888579,0.001339834,0.00009243958,0.000638038,0.00002976488,0.00002911766,0.000003910356,0.000006929894,0.009002076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3478588,"threshold_uncertainty_score":0.9911261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09839105824961811,"score_gpt":0.2975287573479178,"score_spread":0.1991376990982997,"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."}}