{"id":"W3131910211","doi":"10.2196/25037","title":"Fostering Engagement With Health and Housing Innovation: Development of Participant Personas in a Social Housing Cohort","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Persona Design and Applications","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Persona; Business; Mental health; Survey data collection; Population; Marketing; Psychology; Sociology; Medicine; Environmental health; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584945,0.0001052308,0.0002779885,0.0001277199,0.0004352833,0.0001242125,0.00009945453,0.00002774075,0.000001102105],"category_scores_gemma":[0.00003535481,0.0001009664,0.000008739064,0.001015331,0.00004581936,0.0001746597,0.0001978617,0.0001188592,2.634241e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096815,"about_ca_system_score_gemma":0.002446132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002812842,"about_ca_topic_score_gemma":0.0002241646,"domain_scores_codex":[0.9983768,0.0002026557,0.0004305966,0.0003534864,0.0002183957,0.0004180893],"domain_scores_gemma":[0.9992997,0.00005363784,0.0001862159,0.0001470566,0.0001154888,0.0001979161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001715623,0.0002088558,0.2508875,0.0005947558,0.00003115336,0.00000935908,0.0613877,0.000002663167,0.0002342858,0.01550895,0.000255409,0.6708621],"study_design_scores_gemma":[0.002443666,0.0003070777,0.9270134,0.0002241706,7.140002e-7,0.00005317104,0.0118832,0.01031917,0.00005377326,0.0002428403,0.04675078,0.0007080272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891519,0.0008367957,0.09111331,0.01591994,0.00002715019,0.0004063824,0.000003106741,0.00005155585,0.0001227349],"genre_scores_gemma":[0.9732724,0.00005935247,0.02449901,0.00202724,0.00002378777,0.00009045919,0.00001250446,0.000006714923,0.000008480537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6761259,"threshold_uncertainty_score":0.4339333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1777144062366493,"score_gpt":0.3566819323797315,"score_spread":0.1789675261430822,"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."}}