{"id":"W2747021899","doi":"10.31274/itaa_proceedings-180814-1528","title":"Designing Coordinated Separates: Use of Inspirational Sources in Apparel Classes","year":2016,"lang":"en","type":"report","venue":"","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto Metropolitan University","funders":"","keywords":"Clothing; Visual arts; Textile; Painting; Artifact (error); Process (computing); Engineering drawing; Engineering; Computer science; Architectural engineering; Art; Artificial intelligence; History; Archaeology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004269581,0.0003481095,0.0006506249,0.0004700623,0.0001412343,0.0002727903,0.0001841713,0.0002420192,0.006272515],"category_scores_gemma":[0.0002205373,0.0002468406,0.0001659737,0.0000628105,0.0003216392,0.0004257728,0.00005123819,0.0002179652,0.0001039239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242598,"about_ca_system_score_gemma":0.0008998655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596127,"about_ca_topic_score_gemma":0.004638487,"domain_scores_codex":[0.9978263,0.00009069932,0.0008408218,0.0003820085,0.0005588798,0.0003012862],"domain_scores_gemma":[0.9978313,0.0005915455,0.0004675669,0.0002607453,0.0007880777,0.00006077292],"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":[0.0001612383,0.0004631981,0.006386193,0.0007370927,0.0004154945,0.00007222781,0.01101096,0.0001551586,0.0006983826,0.06768362,0.9082931,0.003923327],"study_design_scores_gemma":[0.0003726445,0.0001139382,0.0002584693,0.0005452503,0.0000510562,0.000006162975,0.001076726,0.00004918924,0.0005309194,0.0005440558,0.9960129,0.0004386672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01931079,0.001643172,0.002122719,0.0001052477,0.00155288,0.0008880253,0.000479715,0.0003032851,0.9735942],"genre_scores_gemma":[0.5618551,0.0005986918,0.0004115371,0.000178888,0.001460484,0.00009933837,0.0003024194,0.0001064946,0.434987],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5425443,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180921247785138,"score_gpt":0.3017181759918254,"score_spread":0.1207969282066874,"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."}}