{"id":"W4403416208","doi":"10.32920/27236457","title":"Developing a comprehensive understanding of elder abuse prevention in immigrant communities: a comparative mixed methods study protocol","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Protocol (science); Elder abuse; Psychology; Criminology; Medicine; Gerontology; Political science; Environmental health; Suicide prevention; Poison control; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00174932,0.0003369123,0.0008778782,0.0005429356,0.0002871705,0.0001297921,0.0005477271,0.0002724741,0.0001253516],"category_scores_gemma":[0.00002394716,0.0003081656,0.0001993796,0.0007283574,0.0003020777,0.0001026876,0.0007181462,0.0009876516,0.000006395535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007178926,"about_ca_system_score_gemma":0.000912356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03412604,"about_ca_topic_score_gemma":0.2314899,"domain_scores_codex":[0.9935402,0.004421985,0.0008446813,0.0003935588,0.0004348356,0.0003647274],"domain_scores_gemma":[0.9981343,0.0008684256,0.0003357164,0.0003849612,0.000216235,0.00006038995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001209625,0.0005246062,0.0007284322,0.000694217,0.0004400415,0.00001053658,0.979957,0.000060372,0.00004421415,0.01630035,0.0001098753,0.001009413],"study_design_scores_gemma":[0.0009027184,0.0002360489,0.0005407036,0.004783247,0.00009742583,5.420012e-7,0.8928004,0.0002196686,0.0005943968,0.09889494,0.0005206156,0.0004092758],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5440732,0.0004697135,0.06932601,0.0002463953,0.000907077,0.3605329,0.00001252071,0.0003931718,0.02403903],"genre_scores_gemma":[0.8847215,0.0001327001,0.02219699,0.00003747496,0.00004766455,0.09253933,0.000009155826,0.00003242048,0.000282774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3406483,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3360997187983917,"score_gpt":0.5251430337543106,"score_spread":0.1890433149559189,"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."}}