{"id":"W2972109079","doi":"10.3233/978-1-61499-753-5-373","title":"Persona Development and Educational Needs to Support Informal Caregivers","year":2017,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Persona Design and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Persona; Categorization; Identification (biology); Informal education; Psychology; Medical education; Knowledge management; Nursing; Medicine; Computer science; Political science; Higher education","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":[],"consensus_categories":[],"category_scores_codex":[0.0002712461,0.00008632024,0.0001495716,0.0004036418,0.000882755,0.00004827778,0.0003996688,0.00005871364,8.422382e-7],"category_scores_gemma":[0.0001006022,0.00007971871,0.00000637807,0.0002217362,0.0002791714,0.0004403276,0.0005411762,0.0001274506,0.00001116902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006038231,"about_ca_system_score_gemma":0.0002385712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008844144,"about_ca_topic_score_gemma":0.00002710213,"domain_scores_codex":[0.999303,0.000003971673,0.0002981848,0.00007836177,0.00008205311,0.0002343798],"domain_scores_gemma":[0.9994265,0.00003353846,0.0001411106,0.000275742,0.00005217283,0.00007095299],"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":[0.000003289092,0.00002045578,0.01882062,0.0003066817,0.00002396953,7.774773e-7,0.1428912,0.000002369327,0.000001029428,0.4875201,0.003601297,0.3468082],"study_design_scores_gemma":[0.001768118,0.0008048487,0.1514119,0.0004486966,0.000007164112,0.0002118733,0.1668132,0.004252126,0.0001682905,0.01356339,0.6596571,0.0008932635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8439869,0.002119986,0.0235688,0.1169021,0.0006087837,0.001083988,0.00000916637,0.0002378367,0.01148237],"genre_scores_gemma":[0.9026832,0.0007086476,0.09458461,0.001641737,0.00001161213,0.000107693,0.000001636541,0.000002273723,0.000258565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6560557,"threshold_uncertainty_score":0.6789527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06300098063481768,"score_gpt":0.3624936261710785,"score_spread":0.2994926455362608,"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."}}