{"id":"W3159940388","doi":"10.2217/cer-2020-0279","title":"Current practice of stakeholder engagement: researchers’ experiences in North America, DACH countries and China","year":2021,"lang":"en","type":"article","venue":"Journal of Comparative Effectiveness Research","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Stakeholder engagement; China; Descriptive statistics; Medicine; Variance (accounting); Public relations; Political science; Accounting; Business","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04906357,0.0001428805,0.001208738,0.0007971663,0.0002089674,0.0001295425,0.0003116063,0.00005520206,0.0001836794],"category_scores_gemma":[0.01193325,0.0001504566,0.00007896718,0.001003205,0.0004973215,0.00108522,0.0001510153,0.0009694386,0.00004039496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005679348,"about_ca_system_score_gemma":0.000792058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002689983,"about_ca_topic_score_gemma":0.0001105446,"domain_scores_codex":[0.9870138,0.009214788,0.002437422,0.0003680745,0.0005449819,0.0004208875],"domain_scores_gemma":[0.9835728,0.0131269,0.001640509,0.0002695822,0.00120759,0.0001825982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001532856,0.002072752,0.6370518,0.002769367,0.0005535076,0.00009340204,0.3078318,0.002198791,0.0000818086,0.04009045,0.003824979,0.00189855],"study_design_scores_gemma":[0.002631176,0.001023227,0.7611776,0.0007569314,0.000009434049,0.00003428054,0.1358877,0.001258572,0.0005977532,0.004051793,0.09226154,0.0003099549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670883,0.02706933,0.001272809,0.002698839,0.0002125832,0.0005239375,0.00003466909,0.000002608273,0.001096923],"genre_scores_gemma":[0.99676,0.002244057,0.0006694818,0.00008897531,0.0001128359,0.00008507464,0.000004744888,0.00001101963,0.00002382305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.171944,"threshold_uncertainty_score":0.9963896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7311056339849136,"score_gpt":0.5893864776314628,"score_spread":0.1417191563534508,"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."}}