{"id":"W2109574360","doi":"10.1177/1049732304267752","title":"Community-Academic Research on Hard-to-Reach Populations: Benefits and Challenges","year":2004,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":252,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health; University of Victoria","funders":"","keywords":"Indigenous; Metropolitan area; Context (archaeology); Academic community; Public relations; Population; Sociology; Community-based participatory research; Research methodology; Psychology; Political science; Social science; Medicine; Geography; Participatory action research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2935834,0.001235784,0.002673735,0.006215994,0.02442434,0.01635046,0.007142695,0.009449804,0.007609423],"category_scores_gemma":[0.3055557,0.001625019,0.00136446,0.006599571,0.03979142,0.02301426,0.03178588,0.005715665,0.0009430975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007688222,"about_ca_system_score_gemma":0.03283357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0118967,"about_ca_topic_score_gemma":0.0229644,"domain_scores_codex":[0.5857489,0.3786712,0.007964333,0.005510341,0.01687125,0.005234025],"domain_scores_gemma":[0.3072728,0.6079772,0.01811798,0.02036645,0.02984544,0.0164202],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003289479,0.001323931,0.0289927,0.01346706,0.0003101837,0.002349816,0.6416693,0.000625606,0.001193157,0.07742418,0.008815151,0.2235],"study_design_scores_gemma":[0.0001431829,0.0008654729,0.01095453,0.009625258,0.000097722,0.001274394,0.8530939,0.0005364182,0.0005573442,0.07825131,0.04446813,0.0001323939],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3036601,0.07043928,0.04750816,0.4721664,0.004293756,0.006812227,0.0003167716,0.0001950735,0.09460826],"genre_scores_gemma":[0.9057669,0.02051746,0.04312943,0.01802786,0.002261877,0.007195255,0.00007077373,0.00005095982,0.002979445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7064166,"threshold_uncertainty_score":0.8711374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9001517635200714,"score_gpt":0.6928936650196684,"score_spread":0.207258098500403,"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."}}