{"id":"W4295990477","doi":"10.2196/41255","title":"Older Adults Living in Disadvantaged Areas: Protocol for a Mixed Methods Baseline Study on Homes, Quality of Life, and Participation in Transitioning Neighborhoods","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disadvantaged; Context (archaeology); Quality of life (healthcare); Gerontology; Psychology; Qualitative research; Qualitative property; Medicine; Geography; Sociology; Economic growth","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":[0.0225599,0.0001214314,0.0003317361,0.0003551397,0.000807633,0.0000656736,0.0001927588,0.00004558326,0.0000900571],"category_scores_gemma":[0.003446226,0.0001155513,0.00004681355,0.0009184354,0.0001548411,0.000214277,0.0001082555,0.0003819737,2.885137e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001645179,"about_ca_system_score_gemma":0.000284996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004219049,"about_ca_topic_score_gemma":0.02668463,"domain_scores_codex":[0.9870561,0.01053041,0.0006431174,0.0004148474,0.0008881183,0.0004673906],"domain_scores_gemma":[0.9965024,0.002811091,0.0001712568,0.0001957389,0.0002161964,0.0001032896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002088268,0.005227993,0.36777,0.0007487984,0.00001628787,0.000002321374,0.6106484,0.00004442278,0.00007326772,0.00102317,0.0003339416,0.01202316],"study_design_scores_gemma":[0.005182702,0.00135407,0.9258889,0.0008483366,0.000001227505,4.241429e-8,0.06366442,0.000567295,0.0000546874,0.0006794172,0.001597846,0.0001610367],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1715908,0.000002168242,0.0006517372,0.0002674487,0.000004540993,0.8273593,0.00001231958,0.00002229893,0.00008936207],"genre_scores_gemma":[0.4063203,1.733589e-7,0.0003212605,0.000009512031,0.00003722913,0.5932615,0.000002151651,0.000008521582,0.00003934185],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5581189,"threshold_uncertainty_score":0.9910758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.223388194846027,"score_gpt":0.6183597091808104,"score_spread":0.3949715143347834,"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."}}