{"id":"W6930773335","doi":"10.5281/zenodo.14832309","title":"D5.1 Stakeholders Engagement with GDEI perspective Toolkit","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"European Commission","keywords":"Process (computing); Set (abstract data type); Perspective (graphical); Diversity (politics); Local community; Selection (genetic algorithm)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007137765,0.0001558918,0.000123794,0.0003036203,0.005008228,0.0007849368,0.0007768011,0.00002271059,0.05006852],"category_scores_gemma":[0.0002833462,0.0001589724,0.00003830194,0.0011693,0.0001249368,0.0007375615,0.001763431,0.0003350535,0.003226841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003362027,"about_ca_system_score_gemma":0.00000475014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004797808,"about_ca_topic_score_gemma":9.602323e-7,"domain_scores_codex":[0.9983669,0.0001261408,0.0001661967,0.0004223845,0.0005980795,0.0003202935],"domain_scores_gemma":[0.9988155,0.00002055177,0.0001518431,0.0002675487,0.000715038,0.00002946123],"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":[0.0004220765,0.0006267721,0.0001742822,0.0001151453,0.0002031318,0.00007238469,0.005483869,0.001884839,0.0008679432,0.4541077,0.5212276,0.01481424],"study_design_scores_gemma":[0.0005734232,0.000111131,0.001176619,0.000008164609,0.00002554051,0.00002020432,0.01102198,0.0002783561,0.00003800726,0.001049564,0.98547,0.000227003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1052924,0.0001701242,0.01301492,0.008436088,0.0004953077,0.001832878,0.0003481277,0.00252663,0.8678836],"genre_scores_gemma":[0.9940119,0.000006618016,0.0001106781,0.001543378,0.0006774363,3.438622e-7,0.001421163,0.00095612,0.001272353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8887196,"threshold_uncertainty_score":0.9975492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1200812959573677,"score_gpt":0.2487179871849155,"score_spread":0.1286366912275478,"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."}}