{"id":"W6968142858","doi":"10.5281/zenodo.14793178","title":"mAkE Final Impact Assessment Report","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"European Commission","keywords":"Grassroots; Impact assessment; Resilience (materials science); Sustainability; Sustainable development; Capacity building; Work (physics); Best practice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01882322,0.003517662,0.001853593,0.01352478,0.003947896,0.01819331,0.004753345,0.004681974,0.2138383],"category_scores_gemma":[0.02820089,0.00128111,0.003397973,0.009111183,0.001292768,0.005545613,0.007545924,0.003653342,0.1410985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007943922,"about_ca_system_score_gemma":0.03116192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03995275,"about_ca_topic_score_gemma":0.02175481,"domain_scores_codex":[0.966719,0.003700901,0.001029054,0.0009379294,0.02468111,0.002932032],"domain_scores_gemma":[0.9726722,0.001736102,0.0008024123,0.001606951,0.02170145,0.001480833],"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":[0.0005061053,0.0001501883,0.001135037,0.001615467,0.00009045468,0.0001546804,0.0001379032,0.001313021,0.0006753317,0.01384974,0.8969036,0.08346834],"study_design_scores_gemma":[0.00006467462,0.0001223376,0.002053055,0.0005499881,0.00006035661,0.00005856382,0.000271249,0.0002423711,0.0007648824,0.003542806,0.9922326,0.0000371114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00289533,0.003153187,0.006481657,0.009614157,0.005977128,0.005733779,0.1331714,0.0036066,0.8293666],"genre_scores_gemma":[0.05565121,0.01039071,0.02677133,0.007638838,0.001657196,0.01686277,0.2280347,0.004609986,0.6483833],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2138383,"threshold_uncertainty_score":0.7153605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826059348507881,"score_gpt":0.2887226247684078,"score_spread":0.2504620312833289,"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."}}