{"id":"W2343734051","doi":"10.21153/ps2015vol1no2art500","title":"Introduction: Personas at Work","year":2015,"lang":"en","type":"article","venue":"Persona Studies","topic":"Persona Design and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Persona; Identity (music); Craft; Agency (philosophy); Sociology; Work (physics); Function (biology); Negotiation; Social psychology; Public relations; Aesthetics; Psychology; Computer science; Political science; Engineering; Art; Human–computer interaction; Social science; Visual arts","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":[0.0002391385,0.0001456689,0.0001758321,0.00005700024,0.0002421687,0.00005861332,0.0004238838,0.00003240701,0.00002401998],"category_scores_gemma":[0.00009701547,0.0001251687,0.00006339765,0.0005322179,0.0001313451,0.0002389593,0.0003164438,0.00008577912,0.0009265773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172398,"about_ca_system_score_gemma":0.00003992485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000606383,"about_ca_topic_score_gemma":0.000004160298,"domain_scores_codex":[0.9988373,0.00003910968,0.0001203247,0.0004449237,0.0002950268,0.0002633197],"domain_scores_gemma":[0.9991566,0.00005546521,0.00004744684,0.0004200145,0.0001808478,0.0001396288],"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":[0.0000100769,0.00004398484,0.0008869992,0.000007261311,0.00007355629,0.000006737918,0.0202712,0.000008722576,0.0001897691,0.03220113,0.9390954,0.007205114],"study_design_scores_gemma":[0.000644185,0.0001045906,0.001681778,0.00001563233,0.00002728027,0.0000576276,0.008789183,0.001028279,0.00039654,0.003938417,0.9828092,0.0005072909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1800262,0.0894102,0.08664532,0.5563007,0.007106044,0.001406448,0.00001836105,0.003501514,0.07558519],"genre_scores_gemma":[0.9002168,0.0004536285,0.04679607,0.001769718,0.002784131,0.0002667783,0.000006012529,0.00002453452,0.04768236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7201906,"threshold_uncertainty_score":0.9998513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180031950462488,"score_gpt":0.3086355116068721,"score_spread":0.1906323165606234,"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."}}