{"id":"W2083643950","doi":"10.1109/icalt.2013.181","title":"Auto Generating APA Persona: A Proposal","year":2013,"lang":"en","type":"article","venue":"","topic":"Persona Design and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Alberta Innovates - Technology Futures; Natural Sciences and Engineering Research Council of Canada; Athabasca University","keywords":"Persona; Operationalization; Computer science; Human–computer interaction; Psychology; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00918144,0.0008819473,0.000517658,0.002041254,0.002446749,0.006253254,0.00367122,0.003294974,0.01617168],"category_scores_gemma":[0.022791,0.0008098342,0.001764505,0.0009170994,0.01101352,0.01103864,0.006675821,0.002788733,0.004401951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634446,"about_ca_system_score_gemma":0.002202539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958563,"about_ca_topic_score_gemma":0.001109657,"domain_scores_codex":[0.9930837,0.003641089,0.0002573339,0.001674642,0.001101834,0.0002413882],"domain_scores_gemma":[0.9915074,0.003241121,0.0003023827,0.002779579,0.001445229,0.0007243638],"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":[0.000035306,0.00005435082,0.0009408412,0.00006889603,0.00001689634,0.000117556,0.005017913,0.001195391,0.0006842262,0.9453108,0.002159716,0.04439804],"study_design_scores_gemma":[0.0000722324,0.0001599654,0.001037098,0.0001651991,0.00005667251,0.0009538383,0.004266681,0.04962474,0.002659877,0.8294576,0.1114495,0.00009652313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0130501,0.0003236391,0.9315655,0.005976694,0.0003228745,0.0004604578,0.0001387647,0.001332486,0.04682945],"genre_scores_gemma":[0.3219436,0.0003388562,0.6580203,0.0008692018,0.0001975229,0.001342627,0.0002914465,0.0004797209,0.01651687],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01617168,"threshold_uncertainty_score":0.05409968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015793377119004,"score_gpt":0.2285764927263799,"score_spread":0.2127831156073759,"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."}}