{"id":"W2781566078","doi":"10.3390/app8010050","title":"IR Reflectography and Active Thermography on Artworks: The Added Value of the 1.5–3 µm Band","year":2018,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Vlaamse regering; Universiteit Antwerpen; Fonds Wetenschappelijk Onderzoek; Agentschap Innoveren en Ondernemen","keywords":"Infrared; Thermography; Multispectral image; Materials science; Optics; Coating; Optoelectronics; Remote sensing; Computer science; Artificial intelligence; Physics; Geology; Nanotechnology","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":[0.0002981542,0.00012828,0.000111622,0.0001100008,0.0003506856,0.00003532856,0.0004265445,0.00005702807,0.00001888846],"category_scores_gemma":[0.000005955397,0.00006479989,0.0000742394,0.001139017,0.001665903,0.0000407327,0.00002824929,0.0001476604,5.521609e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003295575,"about_ca_system_score_gemma":0.000009380587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001415587,"about_ca_topic_score_gemma":0.00001638922,"domain_scores_codex":[0.9992517,0.00003202791,0.0001199028,0.0001816235,0.0002154912,0.0001992037],"domain_scores_gemma":[0.9994477,0.0001928178,0.00004816613,0.0002638193,0.00001801871,0.00002946334],"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":[0.0001910155,0.0001179609,0.002997254,0.00006536541,0.0003333467,6.891374e-7,0.01447255,0.00108045,0.7544571,0.1449345,0.004442098,0.07690772],"study_design_scores_gemma":[0.000256975,0.0003413116,0.07038176,0.0001034218,0.00006327855,0.000003670221,0.001513103,0.000929621,0.8651212,0.05853501,0.002390254,0.0003603513],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375298,0.0002269347,0.0004884052,0.00007037692,0.0001837039,0.0003419168,0.00002829686,0.0001629851,0.06096757],"genre_scores_gemma":[0.9994822,0.00004373254,0.0001970013,0.0001622718,0.00006472674,0.00003779064,2.44939e-7,0.000009169884,0.000002893607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1106641,"threshold_uncertainty_score":0.6138089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008648886017065082,"score_gpt":0.2190112416855161,"score_spread":0.210362355668451,"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."}}