{"id":"W2251085002","doi":"10.1353/cpr.2015.0079","title":"“Hear(ing) New Voices”: Peer Reflections from Community-Based Survey Development with Women Living with HIV","year":2015,"lang":"en","type":"article","venue":"Progress in community health partnerships","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Human immunodeficiency virus (HIV); Gender studies; Community-based participatory research; Sociology; Peer review; Gerontology; Psychology; Political science; Medicine; Participatory action research; Family medicine; Anthropology","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.07561468,0.001830084,0.00125634,0.002316363,0.02766823,0.008793964,0.005091691,0.005234415,0.002834788],"category_scores_gemma":[0.2026339,0.001415076,0.0009709006,0.001380108,0.01594078,0.006842167,0.01785485,0.01010647,0.0005628641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008308837,"about_ca_system_score_gemma":0.02087109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02965759,"about_ca_topic_score_gemma":0.04482869,"domain_scores_codex":[0.8691826,0.1138584,0.002075287,0.002724562,0.005712574,0.006446593],"domain_scores_gemma":[0.8165008,0.1420711,0.004692097,0.003769571,0.02049492,0.01247151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002993692,0.00009016678,0.001430593,0.0001471992,0.00001149312,0.0009180387,0.9814741,0.00003811059,0.0003342293,0.0003766397,0.002525338,0.01262418],"study_design_scores_gemma":[0.00001316058,0.0001074858,0.0007405106,0.000229763,0.00001786424,0.0003061787,0.9794959,0.00009762699,0.0003856244,0.0003850632,0.01818516,0.00003571066],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8989005,0.003271091,0.007875918,0.06219044,0.002012674,0.001756117,0.0001700028,0.0002512781,0.02357204],"genre_scores_gemma":[0.977177,0.001919615,0.005105882,0.008414891,0.0005728685,0.0009608375,0.00007843573,0.0002026295,0.005567807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07561468,"threshold_uncertainty_score":0.3998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6902637011615606,"score_gpt":0.5347065723674453,"score_spread":0.1555571287941152,"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."}}