{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005471606,0.0001311692,0.0001125852,0.00008361135,0.00006399372,0.00007563947,0.0007180878,0.0001166599,0.0002006744],"category_scores_gemma":[0.000002286722,0.0001194724,0.0000914412,0.00003875841,0.00002491434,0.00006395433,0.0001576418,0.0001343356,0.01116208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000212854,"about_ca_system_score_gemma":0.0000541563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004503363,"about_ca_topic_score_gemma":0.00000435557,"domain_scores_codex":[0.9992595,0.000002055428,0.00009256462,0.0003386609,0.0001834326,0.0001238345],"domain_scores_gemma":[0.9993053,0.00004025945,0.00003665285,0.0005206453,0.00003005178,0.00006710972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.892385e-8,0.000001350051,6.534445e-8,0.000002096608,0.000006767087,0.00000604778,0.00003729008,1.01688e-7,0.00001479643,0.9256878,0.06291307,0.01133054],"study_design_scores_gemma":[0.00003375337,0.000009245742,0.000005273701,0.00001406151,0.000004110033,0.000006343839,0.00000243143,0.00167516,0.00001071626,0.1702564,0.8277868,0.0001956771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.160413e-8,0.00004376734,0.1381669,0.001431421,0.0001049918,0.00008142363,0.000004694537,0.000623762,0.859543],"genre_scores_gemma":[0.00005546906,0.00006111304,0.00911216,0.0005399761,0.00009291244,0.00001299767,0.000007123254,0.00002018596,0.9900981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7648737,"threshold_uncertainty_score":0.9896079,"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."}}