{"id":"W6968014961","doi":"10.5281/zenodo.14792989","title":"mAkE Interim Impact Assessment Report","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"European Commission","keywords":"Interim; Stakeholder; Stakeholder engagement; Impact assessment; Portfolio; Focus group; Environmental impact assessment; Stakeholder analysis; Needs assessment","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001163453,0.0001104264,0.0001689933,0.000303916,0.0009704977,0.00155023,0.0005435984,0.0000524311,0.02446842],"category_scores_gemma":[0.0002902773,0.0001234576,0.0001012136,0.0004711887,0.00006372602,0.0002551579,0.0006498938,0.0002981168,0.01001893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301539,"about_ca_system_score_gemma":0.000006955138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009206605,"about_ca_topic_score_gemma":7.323984e-7,"domain_scores_codex":[0.9989626,0.00006746357,0.0003496407,0.0002803026,0.00007307946,0.0002669282],"domain_scores_gemma":[0.9993216,0.00001915928,0.00008746651,0.000357806,0.0000960336,0.0001179293],"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":[0.00003420773,0.0003059743,0.0004856176,0.0001587514,0.000461064,0.0003250287,0.009056339,0.00002771011,0.000506998,0.2022402,0.4960101,0.2903881],"study_design_scores_gemma":[0.0001215999,0.0000971013,0.010704,0.00002436138,0.000003466071,0.0001421982,0.0001785207,0.0005385263,0.00001196484,0.003914431,0.9841064,0.0001574398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1312616,0.0005319867,0.009194847,0.001746933,0.0004959456,0.0003103338,0.0003145887,0.001047851,0.8550959],"genre_scores_gemma":[0.9940245,0.0001215213,0.0002273846,0.00006520604,0.0001167655,3.211017e-8,0.001055219,0.0006138099,0.003775617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8627629,"threshold_uncertainty_score":0.9994863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09430669956905133,"score_gpt":0.3200433243898193,"score_spread":0.225736624820768,"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."}}