{"id":"W6959649886","doi":"10.11575/prism/49532","title":"Unveiling the Maze of Researcher's Identity: Navigating Insider or Partial Insider Roles in the Community Engaged Research","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"Regional Economic Development and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insider; Identity (music); Skepticism; Work (physics); Reflexivity; Social exchange theory","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.03097037,0.0001822714,0.0002975165,0.0003794175,0.0008695173,0.001127699,0.001865396,0.0001655145,0.00339219],"category_scores_gemma":[0.003481183,0.0001114571,0.00004671953,0.001522395,0.0002688949,0.00101272,0.001459345,0.003577469,0.0009761754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006105225,"about_ca_system_score_gemma":0.0001879425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01576211,"about_ca_topic_score_gemma":0.06667506,"domain_scores_codex":[0.9968591,0.001363139,0.0005405392,0.0002698198,0.0006141016,0.0003533485],"domain_scores_gemma":[0.9968653,0.001968521,0.0003988203,0.0005762269,0.0001837297,0.000007380984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002901162,0.0003628184,0.01145692,0.0004369169,0.0003282385,0.00007285347,0.01886993,0.00004756426,0.0001655442,0.006053109,0.8491973,0.1127188],"study_design_scores_gemma":[0.0006736331,0.0000132004,0.00736032,0.001302829,0.00001798593,0.000001439278,0.04734122,0.0003159374,0.00005664623,0.00245934,0.9401868,0.0002706342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4330163,0.00009525396,0.000005127014,0.005126512,0.0003309005,0.001842099,0.000009947216,0.00001702383,0.5595568],"genre_scores_gemma":[0.8340089,0.0001210892,0.0003680453,0.0009272136,0.001793862,0.0002491783,0.0002301001,0.0005288514,0.1617728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4009925,"threshold_uncertainty_score":0.9999092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4065467145076958,"score_gpt":0.4364854497578143,"score_spread":0.02993873525011853,"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."}}