{"id":"W4385434245","doi":"10.1007/978-1-4842-9579-3_4","title":"Creative Companion","year":2023,"lang":"en","type":"book-chapter","venue":"Design Thinking","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Generative grammar; Variety (cybernetics); Persona; Process (computing); Computer science; Cognitive science; Artificial intelligence; Human–computer interaction; Psychology; Programming language","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":[0.0003962433,0.0003207787,0.0003186972,0.0002847896,0.0002816219,0.0003256418,0.001578995,0.0002614923,0.0001644137],"category_scores_gemma":[0.00002903115,0.0003291758,0.0001461717,0.00009922334,0.00003821466,0.0004621501,0.000559241,0.0006484741,0.003918828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765737,"about_ca_system_score_gemma":0.0001027893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003959301,"about_ca_topic_score_gemma":0.000009802727,"domain_scores_codex":[0.9982573,0.00005736396,0.0003218371,0.0005730193,0.0005307536,0.0002597007],"domain_scores_gemma":[0.9980314,0.0006095318,0.0003026169,0.00081018,0.0001723342,0.0000739133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002391088,0.000006232112,8.17639e-7,0.00001410785,0.00008222496,0.00009611207,0.002073497,0.0002771844,0.00002694158,0.981122,0.01117345,0.005125034],"study_design_scores_gemma":[0.00009972916,0.00006554573,0.00002148024,0.0006625526,0.00003668137,0.00004482587,0.00003075888,0.02060574,0.0001459926,0.918694,0.05907803,0.0005146163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[3.275548e-7,0.00004604066,0.5958917,0.0004047063,0.001064075,0.0001879299,0.000003493529,0.0007770126,0.4016247],"genre_scores_gemma":[0.000480851,0.00008138272,0.1441164,0.001125856,0.0004722642,0.0000286155,0.00003008363,0.0001368994,0.8535277],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.451903,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08189798706274434,"score_gpt":0.2804008002084419,"score_spread":0.1985028131456976,"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."}}