{"id":"W4388338803","doi":"10.1007/978-981-19-4804-6_14","title":"Personas","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Art","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":[0.0003902279,0.001000421,0.0004700098,0.001172709,0.002210903,0.00486778,0.0009138471,0.001266677,0.2896131],"category_scores_gemma":[0.001468837,0.0004067541,0.0004860554,0.001265973,0.0008419493,0.00582968,0.003076118,0.001674111,0.192814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105592,"about_ca_system_score_gemma":0.0007672423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002476657,"about_ca_topic_score_gemma":0.003926058,"domain_scores_codex":[0.9994974,0.0001124102,0.00002202533,0.0001311731,0.0001675878,0.00006932002],"domain_scores_gemma":[0.999718,0.00004618393,0.00001480911,0.00009197737,0.00007876497,0.00005022244],"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":[0.00003710259,0.0000279035,0.000114006,0.00009849852,0.000005063724,0.00007265589,0.0009748523,0.0001181035,0.0007359926,0.3824849,0.421358,0.1939728],"study_design_scores_gemma":[0.000001647179,0.00000395373,0.00004126526,0.00002332153,0.000001617052,0.0001059973,0.0001448544,0.00006552258,0.0001417261,0.01151119,0.9879559,0.00000304149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006184986,0.0007640666,0.01309299,0.0007165738,0.0004863322,0.0000457473,0.0004906296,0.001359041,0.982426],"genre_scores_gemma":[0.008600603,0.0009502253,0.005435515,0.0003289721,0.0001023392,0.00007115233,0.0006677033,0.0003948846,0.9834487],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2896131,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05660754340145145,"score_gpt":0.2432073298185072,"score_spread":0.1865997864170558,"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."}}