{"id":"W2163958395","doi":"10.1353/hpu.2015.0107","title":"Research Assistants Caught in Limbo: Considering Their Role in Quantitative, Longitudinal Research with Vulnerable Populations","year":2015,"lang":"en","type":"article","venue":"Journal of Health Care for the Poor and Underserved","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Mental health; Power (physics); Psychology; Variety (cybernetics); Longitudinal study; Sociology; Social psychology; Medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6983553,0.0009765509,0.002520094,0.005758854,0.0369709,0.02773944,0.008069851,0.01349423,0.003921287],"category_scores_gemma":[0.6746361,0.003633265,0.001702603,0.003554555,0.05455668,0.02585962,0.02254351,0.01674854,0.00120407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01164809,"about_ca_system_score_gemma":0.07864939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01668212,"about_ca_topic_score_gemma":0.05359093,"domain_scores_codex":[0.1692676,0.7972091,0.01021579,0.005146363,0.01301544,0.005145683],"domain_scores_gemma":[0.1630631,0.7405363,0.02512616,0.02057336,0.02861537,0.02208576],"domain_codex":"methods","domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003822314,0.000459969,0.04888317,0.002672364,0.0003494291,0.002705308,0.7717706,0.0004883334,0.00108282,0.0273347,0.02373661,0.1201345],"study_design_scores_gemma":[0.0003281187,0.001627778,0.0127541,0.01115513,0.0002443961,0.003466959,0.7907716,0.001701173,0.0006812765,0.0520092,0.1249455,0.000314854],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1169343,0.03149107,0.07205752,0.7455437,0.00889568,0.003858464,0.0001149388,0.0004645249,0.0206399],"genre_scores_gemma":[0.6325747,0.009367245,0.1351444,0.1977373,0.004386341,0.0157881,0.00005015706,0.0003860449,0.004565675],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3016447,"threshold_uncertainty_score":0.3719816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7896197490362984,"score_gpt":0.576902904565295,"score_spread":0.2127168444710034,"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."}}