{"id":"W4232671732","doi":"10.32396/usurj.v6i2.532","title":"Artwork","year":2020,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Printmaking; Art; Visual arts; Painting; Sculpture; Style (visual arts); Favourite; Hobby; Installation art; Pottery; Oil painting; Art history; The arts; Visual arts education; Studio art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008104811,0.000109053,0.0002119911,0.0001971722,0.000399803,0.0001917027,0.001556194,0.00005573296,0.00003290525],"category_scores_gemma":[0.0001212012,0.0001119268,0.0001428892,0.0009792612,0.0002943986,0.0009379816,0.0005676616,0.000704207,0.0002197392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007258056,"about_ca_system_score_gemma":0.0006132703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006452547,"about_ca_topic_score_gemma":0.00004690131,"domain_scores_codex":[0.9977084,0.0002825772,0.0001748765,0.0002738846,0.001053052,0.0005071771],"domain_scores_gemma":[0.9982546,0.0002326275,0.000100691,0.0002379083,0.0004415503,0.0007326103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008650891,0.001504869,0.01254588,0.0003849053,0.0009123324,0.006640139,0.1401705,0.0007676635,0.01797494,0.1455212,0.2138178,0.4588946],"study_design_scores_gemma":[0.007882632,0.006490021,0.004461761,0.0006772711,0.00006119136,0.0007210338,0.08076218,0.03312599,0.01076057,0.3089501,0.5442839,0.001823368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1513634,0.0003301782,0.5957316,0.2136545,0.0005418691,0.0003991303,0.00001090909,0.0002694615,0.03769891],"genre_scores_gemma":[0.9907848,0.0001523102,0.007726707,0.0001419052,0.0001191985,4.586472e-8,8.935776e-7,0.000007250415,0.001066859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8394214,"threshold_uncertainty_score":0.4564241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06088348855701504,"score_gpt":0.2949456214904569,"score_spread":0.2340621329334419,"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."}}