{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005755996,0.0003631098,0.0003809593,0.001191569,0.002807903,0.002359163,0.0006250068,0.0008646275,0.004413068],"category_scores_gemma":[0.02883545,0.00022644,0.0002975888,0.0004680594,0.0009268228,0.002306031,0.003441834,0.0008913136,0.000606933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001801494,"about_ca_system_score_gemma":0.003645471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00301547,"about_ca_topic_score_gemma":0.004029907,"domain_scores_codex":[0.9947841,0.003349583,0.0003650133,0.0001939229,0.0007489095,0.0005586001],"domain_scores_gemma":[0.9872867,0.005852216,0.001347101,0.0006200588,0.002851312,0.002042468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003417364,0.001124076,0.1255055,0.001271943,0.0000494198,0.002564217,0.4233842,0.0005700482,0.004222911,0.01479499,0.009486517,0.4166843],"study_design_scores_gemma":[0.0001067031,0.001157143,0.1360519,0.002276894,0.0001352105,0.005441764,0.6770816,0.002658045,0.004426562,0.02012909,0.150389,0.0001460164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316313,0.001115129,0.01859087,0.006173164,0.00007703676,0.0007054618,0.0001567052,0.0002543497,0.04129601],"genre_scores_gemma":[0.9845101,0.0004140773,0.01159977,0.0002251714,0.000009453778,0.0003545069,0.00006548132,0.00001688537,0.00280448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005755996,"threshold_uncertainty_score":0.03044093,"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."}}