{"id":"W4311611895","doi":"10.18432/ari29720","title":"Art/Research Cover: Artwork","year":2022,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Art, Politics, and Modernism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Visual arts; Art; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006504859,0.0002615323,0.0002927904,0.001211423,0.007536593,0.001043258,0.001686422,0.00005860231,0.0641933],"category_scores_gemma":[0.0001209166,0.0002475395,0.0003398815,0.00004753432,0.00141282,0.0008675217,0.0008276954,0.003749771,0.003525792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007230971,"about_ca_system_score_gemma":0.0006065216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005051227,"about_ca_topic_score_gemma":0.0009287563,"domain_scores_codex":[0.9918342,0.001220385,0.000701976,0.0005286089,0.004223084,0.001491717],"domain_scores_gemma":[0.9969509,0.000736685,0.0001159781,0.0003821643,0.001268231,0.0005460904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004003372,0.0008927589,0.0001911052,0.00001684188,0.0002402911,0.0005982658,0.1771676,0.0008730276,0.0001094947,0.1613592,0.6571144,0.001036632],"study_design_scores_gemma":[0.0009053876,0.0007029215,0.0001841821,0.00003941632,0.00001119797,0.0004690722,0.01947293,0.00182107,0.00002503125,0.1123715,0.8637459,0.0002513598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06229664,0.000541343,0.0006012168,0.04474831,0.005125407,0.0006249055,0.0006591355,0.0001188679,0.8852842],"genre_scores_gemma":[0.6787938,0.0001725212,0.00007830057,0.0004447501,0.004341468,0.0001424502,0.0001415589,0.00005754484,0.3158276],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6164972,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2361580179928599,"score_gpt":0.4197833748868462,"score_spread":0.1836253568939863,"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."}}