{"id":"W3039777865","doi":"10.1371/journal.pone.0235400","title":"Facilitating stakeholder engagement in early stage translational research","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Tufts University School of Medicine; University of North Carolina at Chapel Hill; York University; Georgia Clinical and Translational Science Alliance; University of Washington; New York University","keywords":"Translational research; Translational science; Stakeholder; Stakeholder engagement; Identification (biology); Focus group; Work (physics); Engineering ethics; Knowledge management; Medicine; Public relations; Political science; Sociology; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2668207,0.00099903,0.0008941878,0.002929548,0.01870434,0.01501967,0.004246433,0.007798642,0.01130677],"category_scores_gemma":[0.1722839,0.001018199,0.001398248,0.002277775,0.01957732,0.01533599,0.04324959,0.008999979,0.002367557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261256,"about_ca_system_score_gemma":0.06093175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001763158,"about_ca_topic_score_gemma":0.002503492,"domain_scores_codex":[0.6524523,0.316988,0.006323515,0.004846438,0.009625805,0.00976391],"domain_scores_gemma":[0.6227152,0.3040736,0.01731582,0.01434462,0.01789162,0.02365904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004017091,0.0008265102,0.01122811,0.005177415,0.00007572974,0.002584428,0.6623282,0.0009641574,0.006126077,0.1306028,0.03021131,0.1494736],"study_design_scores_gemma":[0.0002334433,0.0007388281,0.008308623,0.007413369,0.00007935427,0.001300238,0.4088546,0.001726602,0.004503416,0.1982208,0.3684178,0.0002029619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1931691,0.004881827,0.2951054,0.3063881,0.002673883,0.01653384,0.0004223254,0.0009746294,0.1798511],"genre_scores_gemma":[0.8614144,0.002251265,0.1017486,0.01841167,0.0005519835,0.009096687,0.0002280459,0.0001325254,0.006164764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2668207,"threshold_uncertainty_score":0.9041407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9631800355087886,"score_gpt":0.681549847182938,"score_spread":0.2816301883258506,"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."}}