{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000078627,0.0001004529,0.0003226481,0.0001603792,0.0002440033,0.0000676058,0.0001551355,0.000007860832,0.1066146],"category_scores_gemma":[0.000003658047,0.00007873945,0.0002614008,0.0001507552,0.00007199316,0.00004514706,0.00009584606,0.00006957108,0.00004516979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005753862,"about_ca_system_score_gemma":0.00000669578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003405295,"about_ca_topic_score_gemma":0.001602446,"domain_scores_codex":[0.9991536,0.00005822049,0.0002236411,0.0001646263,0.0002466033,0.0001533784],"domain_scores_gemma":[0.9996027,0.00001352532,0.0001132083,0.000211816,0.00002951022,0.0000292361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003139141,0.001025514,0.008957275,0.00009848756,0.005845555,0.00003431258,0.05860037,0.0005188172,0.4762781,0.4138967,0.03423527,0.0001956241],"study_design_scores_gemma":[0.001443234,0.001483705,0.01200108,0.00001657121,0.007564497,0.000005218791,0.03330883,0.00130435,0.176611,0.01112555,0.7537543,0.001381625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669216,0.00007962485,0.0000260113,0.0002688004,0.0002267573,0.00007329942,0.0001500445,0.00003652022,0.03221731],"genre_scores_gemma":[0.9886377,0.000005579533,0.00006043757,0.00006316007,0.000140175,0.00002539631,0.00008493713,0.000008803926,0.0109738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.719519,"threshold_uncertainty_score":0.8942021,"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."}}