{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002884498,0.001289591,0.0009484302,0.001831575,0.006573286,0.0135339,0.00167575,0.005720646,0.03266264],"category_scores_gemma":[0.006288537,0.0004364292,0.0007179658,0.002456178,0.01251547,0.01055098,0.004996596,0.009332377,0.009359364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004179826,"about_ca_system_score_gemma":0.002279124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596329,"about_ca_topic_score_gemma":0.003157458,"domain_scores_codex":[0.9958514,0.002042484,0.0001931834,0.0007057691,0.0009498315,0.0002573987],"domain_scores_gemma":[0.9959887,0.00231551,0.0002331698,0.0003674577,0.0005442164,0.0005509098],"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":[0.00002453528,0.00004199471,0.0003663143,0.0004142584,0.000005998505,0.00009866081,0.01880131,0.00006133939,0.0001324431,0.3835461,0.5308033,0.06570382],"study_design_scores_gemma":[0.000001303116,0.00001072365,0.0002756428,0.0003777344,0.000001639962,0.0001411591,0.002034424,0.00002896774,0.0000202653,0.0153534,0.9817483,0.000006548823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003499746,0.1493701,0.0205476,0.1654887,0.1273966,0.0001864809,0.0003921419,0.0005915996,0.5325271],"genre_scores_gemma":[0.1292028,0.1712234,0.01529872,0.07181836,0.1367454,0.001199613,0.001074747,0.001741309,0.4716956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03266264,"threshold_uncertainty_score":0.1092675,"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."}}