{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03440992,0.0007511363,0.0005424592,0.001695129,0.005907954,0.004932683,0.002352953,0.001151434,0.004966032],"category_scores_gemma":[0.03246442,0.0006782389,0.0009056199,0.0007560203,0.002999123,0.003412195,0.01238367,0.001759328,0.001158636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003746517,"about_ca_system_score_gemma":0.009050289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004693102,"about_ca_topic_score_gemma":0.01163627,"domain_scores_codex":[0.9832177,0.01311214,0.0003750347,0.001011207,0.001033363,0.001250551],"domain_scores_gemma":[0.9831367,0.005999926,0.001376748,0.00183501,0.003754919,0.003896671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000570926,0.007730057,0.09389938,0.0006998932,0.00008221153,0.001010212,0.7437125,0.0002763862,0.003208419,0.003241315,0.00642585,0.139143],"study_design_scores_gemma":[0.0003915934,0.006152427,0.06618985,0.0008970624,0.0001252317,0.0004911916,0.8505185,0.002706047,0.003714798,0.005558326,0.06305484,0.0002000943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750944,0.0001439214,0.01074256,0.001470626,0.0001250311,0.004947493,0.0002491232,0.0001238568,0.007103029],"genre_scores_gemma":[0.928255,0.0003180636,0.05119755,0.0007389567,0.00004049263,0.01442264,0.0004157841,0.00008275714,0.004528777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03440992,"threshold_uncertainty_score":0.1819792,"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."}}