{"id":"W6948467062","doi":"10.5281/zenodo.10694454","title":"THE INTERNATIONAL NETWORK OF RESEARCH MANAGEMENT SOCIETIES","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Process (computing); Face (sociological concept); Presentation (obstetrics); Value (mathematics); Stakeholder engagement; Human resource management; Resource (disambiguation); Best practice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02878797,0.001241621,0.001389877,0.004906081,0.004551008,0.0253042,0.004142375,0.007840962,0.1300299],"category_scores_gemma":[0.05411693,0.0008495322,0.0007885134,0.007401217,0.002957243,0.01219967,0.01323649,0.007131267,0.1056504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004882606,"about_ca_system_score_gemma":0.03938019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165205,"about_ca_topic_score_gemma":0.001861905,"domain_scores_codex":[0.9714739,0.008433559,0.002724019,0.004378443,0.01021506,0.002775045],"domain_scores_gemma":[0.9175923,0.008585392,0.009012864,0.01099536,0.02595322,0.0278609],"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":[0.0000486795,0.00004014311,0.0006061781,0.0004369001,0.0000162837,0.00008889939,0.0005430733,0.000114036,0.0005318927,0.05113722,0.8418922,0.1045445],"study_design_scores_gemma":[0.000003246416,0.000004264604,0.0001782061,0.0001070482,0.000001676272,0.00002384428,0.00008098483,0.00002766056,0.00003777878,0.00154306,0.9979867,0.000005496002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002458092,0.03241665,0.01396782,0.1815637,0.04585449,0.0012746,0.004151512,0.003078433,0.7152347],"genre_scores_gemma":[0.02589242,0.02524815,0.01961572,0.03311044,0.01399465,0.002207233,0.01036143,0.001738685,0.8678313],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9746958,"threshold_uncertainty_score":0.4349935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1529278408908438,"score_gpt":0.3976491328600996,"score_spread":0.2447212919692557,"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."}}