{"id":"W4311611903","doi":"10.18432/ari29723","title":"Art/Research in Action: 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":"Action (physics); Visual arts; Art; Action research; Psychology; Mathematics education","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00971784,0.0002093041,0.0002671997,0.001925722,0.005064271,0.0007606635,0.001400425,0.00004923014,0.08126917],"category_scores_gemma":[0.0001152667,0.0001933773,0.0001991693,0.0006045574,0.00127446,0.0008118821,0.0007246081,0.004638895,0.002207121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001002649,"about_ca_system_score_gemma":0.0005436516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004247163,"about_ca_topic_score_gemma":0.0008159521,"domain_scores_codex":[0.9910582,0.002078268,0.0006469073,0.0005145951,0.00439629,0.001305713],"domain_scores_gemma":[0.997126,0.001087705,0.00008145743,0.0002825531,0.001039712,0.0003825533],"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":[0.001484329,0.001888047,0.001876986,0.00003395178,0.0002142626,0.002020294,0.05335471,0.001028085,0.0002055595,0.6022877,0.3259953,0.009610794],"study_design_scores_gemma":[0.001162319,0.0008580571,0.001363749,0.00007615885,0.00000473589,0.0004732969,0.10147,0.001953312,0.0000220083,0.06994937,0.8224342,0.0002327892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1296,0.0003928729,0.0003356926,0.03923465,0.001289121,0.0006029187,0.000143354,0.00005359057,0.8283479],"genre_scores_gemma":[0.8636089,0.0002297223,0.00007217844,0.000084742,0.002278062,0.0003021734,0.00006466269,0.00004084341,0.1333187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7340089,"threshold_uncertainty_score":0.9985698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3860479259958966,"score_gpt":0.4816066797958861,"score_spread":0.09555875379998946,"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."}}