{"id":"W4313555477","doi":"10.5463/thesis.19","title":"Developing guidelines for research institutions","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cordis; Women's College Research Institute; European Commission","keywords":"Promotion (chess); Normative; Political science; Public relations; Research integrity; Engineering ethics; Delphi method; Knowledge management; Engineering; Computer science; Politics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.3096014,0.002229674,0.002218958,0.01280534,0.0127515,0.03164801,0.01148975,0.02553289,0.01781873],"category_scores_gemma":[0.4837486,0.003765729,0.003364098,0.01232335,0.01597733,0.04290225,0.02321971,0.02754442,0.02475796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02296677,"about_ca_system_score_gemma":0.09954154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008297866,"about_ca_topic_score_gemma":0.01246799,"domain_scores_codex":[0.5117839,0.3281447,0.07467167,0.01626631,0.05617009,0.01296332],"domain_scores_gemma":[0.474951,0.2106926,0.03279373,0.05145159,0.2111858,0.01892535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006963181,0.0003104006,0.001444344,0.002820336,0.00005101859,0.00102181,0.08500999,0.002025192,0.001210858,0.5090109,0.261318,0.1357075],"study_design_scores_gemma":[0.00005065107,0.00007460421,0.0003450779,0.004716069,0.00001961444,0.0002661776,0.01809363,0.0006248882,0.0007221685,0.06222172,0.9127521,0.0001133197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008302962,0.007904327,0.4596672,0.2446752,0.01196429,0.03418181,0.002073888,0.004510389,0.22672],"genre_scores_gemma":[0.05418434,0.005762396,0.815885,0.03572435,0.001196611,0.03019555,0.002392088,0.001495635,0.05316395],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9871947,"threshold_uncertainty_score":0.8513844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.985951791901373,"score_gpt":0.8104902801135969,"score_spread":0.1754615117877761,"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."}}