{"id":"W4311613689","doi":"10.18432/ari29722","title":"Art/Research Theoretical Musings: Artwork","year":2022,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual arts; Art; Aesthetics","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":["sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.01176471,0.0002648672,0.0003134193,0.001326997,0.008821492,0.001220121,0.001878229,0.000059182,0.19414],"category_scores_gemma":[0.0003452612,0.0002276677,0.0003027894,0.0004541626,0.00424268,0.0006604762,0.001147408,0.004794076,0.003184407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006996048,"about_ca_system_score_gemma":0.0005862716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001278065,"about_ca_topic_score_gemma":0.00007911611,"domain_scores_codex":[0.9888371,0.002471798,0.0006879673,0.000604682,0.005798463,0.001599997],"domain_scores_gemma":[0.9954059,0.001680088,0.00009231316,0.0003648477,0.00185419,0.0006027045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000623538,0.0007524059,0.0001534649,0.00001111659,0.0001630887,0.0006339718,0.02959215,0.0001282757,0.0001159383,0.7415323,0.2242094,0.002084362],"study_design_scores_gemma":[0.0008914211,0.001128539,0.0002140626,0.00006115938,0.0000114624,0.0005864456,0.08130114,0.002644867,0.00002844827,0.2299955,0.6828739,0.0002630468],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06496598,0.0003284955,0.001044558,0.03688501,0.001079086,0.0005599938,0.0002182764,0.00007599466,0.8948426],"genre_scores_gemma":[0.9085819,0.0001415166,0.0001620368,0.0001877189,0.00310852,0.0002375115,0.00008645065,0.00006246654,0.08743186],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8436159,"threshold_uncertainty_score":0.9998167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643705974050493,"score_gpt":0.4266029300182597,"score_spread":0.2622323326132104,"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."}}