{"id":"W4250409042","doi":"10.32920/ryerson.14646198.v1","title":"Sudden Studios - AI-Powered Branding","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design; Toronto Metropolitan University; Northern Digital (Canada)","funders":"","keywords":"Studio; Reputation; Business; Advertising; Face (sociological concept); Marketing; Loyalty; Brand loyalty; Loyalty business model; Engineering; Telecommunications; Service (business); Political science; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009305798,0.0005615609,0.0002464764,0.001082903,0.0005963737,0.002624283,0.0009776372,0.001042731,0.06734531],"category_scores_gemma":[0.00291715,0.0003649757,0.0005647676,0.0006523696,0.0006818599,0.002799445,0.002442247,0.001392634,0.01879164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004402899,"about_ca_system_score_gemma":0.000428157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006989837,"about_ca_topic_score_gemma":0.001193877,"domain_scores_codex":[0.9990797,0.0001329161,0.0000200276,0.00009901972,0.0005523577,0.0001160006],"domain_scores_gemma":[0.9986054,0.0003082443,0.00008101402,0.0003776464,0.000288742,0.0003388515],"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":[0.001071751,0.000765081,0.003038879,0.0006843396,0.0000586116,0.0007711043,0.001902334,0.003210081,0.05068716,0.1186739,0.2420447,0.5770921],"study_design_scores_gemma":[0.0002148625,0.0005770557,0.005732756,0.0001445189,0.00003975858,0.001646319,0.0004581221,0.02096283,0.02514383,0.04235564,0.9025823,0.0001420587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07847612,0.001086262,0.1182809,0.002361747,0.00192731,0.0004996766,0.001516432,0.06991931,0.7259323],"genre_scores_gemma":[0.4680999,0.001061044,0.1033686,0.001886251,0.001232476,0.0003210348,0.003378658,0.009439189,0.4112128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06734531,"threshold_uncertainty_score":0.2252926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05133816856183766,"score_gpt":0.2701530905974073,"score_spread":0.2188149220355697,"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."}}