{"id":"W4312923811","doi":"10.56530/spectroscopy.he8774f8","title":"A Different Kind of Art Analysis","year":2022,"lang":"en","type":"article","venue":"Spectroscopy","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruker (Canada)","funders":"","keywords":"Pollock; Studio; Painting; Art; Visual arts; Art history; Raman spectroscopy; Polymer science; Materials science; Optics; Physics","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":[0.001623992,0.001017711,0.0006456822,0.008573173,0.002002072,0.01039391,0.001789822,0.001517264,0.02280434],"category_scores_gemma":[0.003878505,0.0004401843,0.001969495,0.004111436,0.00295359,0.005410876,0.003016884,0.001985301,0.006341737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149106,"about_ca_system_score_gemma":0.001174917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004167451,"about_ca_topic_score_gemma":0.004851937,"domain_scores_codex":[0.9973217,0.0003140773,0.0001428382,0.0007729126,0.001152125,0.0002964221],"domain_scores_gemma":[0.997239,0.0004177854,0.0001081852,0.001092104,0.001022808,0.0001201224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002071734,0.0002621143,0.01083441,0.0009679869,0.0004803087,0.0006909596,0.007868361,0.004087765,0.06242126,0.338288,0.0471727,0.526719],"study_design_scores_gemma":[0.0000455848,0.0001937131,0.03685074,0.0005619508,0.0002477378,0.002128997,0.01331749,0.02725538,0.04474386,0.2282056,0.6460799,0.0003690227],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06314336,0.001924556,0.6332445,0.004633054,0.003116177,0.0006318524,0.003550956,0.003082216,0.2866733],"genre_scores_gemma":[0.3095934,0.001681974,0.5183978,0.002092988,0.0008934386,0.0003437921,0.002906944,0.002099307,0.1619904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02280434,"threshold_uncertainty_score":0.07628816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747423903345084,"score_gpt":0.2229604560320413,"score_spread":0.2054862169985904,"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."}}