{"id":"W2104281135","doi":"10.1007/s00339-015-9225-x","title":"AFM and pulsed laser ablation methods for Cultural Heritage: application to archeometric analysis of stone artifacts","year":2015,"lang":"en","type":"article","venue":"Applied Physics A","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Coring; Materials science; Atomic force microscopy; Artifact (error); Laser ablation; Nanoscopic scale; Surface finish; Petrography; Microscopy; Geology; Laser; Mineralogy; Archaeology; Nanotechnology; Composite material; Optics; Metallurgy; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003907552,0.00007098794,0.0001774915,0.00009747406,0.0000391854,0.00003750229,0.00005899121,0.00003149663,0.0000133022],"category_scores_gemma":[0.00002850434,0.00006128475,0.00002914536,0.001008897,0.00001996955,0.00008640745,0.000007181238,0.00002148291,0.000006055077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004057475,"about_ca_system_score_gemma":0.00001372497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004592799,"about_ca_topic_score_gemma":0.00007802987,"domain_scores_codex":[0.9994586,0.00002634488,0.0001478474,0.0001671553,0.00009726535,0.0001028427],"domain_scores_gemma":[0.9995192,0.0001180339,0.00009399627,0.0001113174,0.00008196351,0.00007545616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002555514,0.00004680182,0.03678117,0.00004772407,0.0002614846,5.816056e-8,0.001038119,0.09213301,0.1341783,0.003250626,0.0001228068,0.7318843],"study_design_scores_gemma":[0.0007662139,0.0001540353,0.5338545,0.000005326076,0.000628018,2.668223e-7,0.000406242,0.3585913,0.08100436,0.02215847,0.002070873,0.0003603947],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8331694,0.00002138891,0.1660966,0.00006739442,0.00002882953,0.000278578,0.00003458363,0.00001351776,0.0002896414],"genre_scores_gemma":[0.9630416,0.000002521531,0.03643453,0.00009029941,0.00004159149,0.00001891961,0.0003556108,0.000002479,0.0000124439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7315239,"threshold_uncertainty_score":0.2499119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05343590347501172,"score_gpt":0.3209528895787487,"score_spread":0.267516986103737,"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."}}