{"id":"W6930595034","doi":"10.5281/zenodo.14793177","title":"mAkE Final Impact Assessment Report","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","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":[0.0210643,0.003513822,0.001896844,0.0129233,0.003975914,0.01787033,0.005183493,0.005226134,0.2184993],"category_scores_gemma":[0.03020852,0.001266106,0.003580131,0.008472059,0.001301129,0.005350573,0.007708508,0.003711627,0.146436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008312645,"about_ca_system_score_gemma":0.03259856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0377698,"about_ca_topic_score_gemma":0.02007462,"domain_scores_codex":[0.9667032,0.004016564,0.001059487,0.0009891518,0.02417244,0.003059139],"domain_scores_gemma":[0.9688622,0.001917543,0.0009400779,0.001801886,0.02466147,0.001816835],"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":[0.0005274409,0.0001432976,0.001042714,0.001597286,0.00009251533,0.0001569579,0.0001213764,0.001180473,0.0006988103,0.01240279,0.9028385,0.07919785],"study_design_scores_gemma":[0.00007179715,0.0001274343,0.001849855,0.0005563788,0.00006103674,0.00005950598,0.0002357168,0.0002372321,0.0007461419,0.003401818,0.9926167,0.00003644104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003025077,0.003554489,0.007964093,0.01235724,0.007583128,0.007091279,0.1413512,0.004243749,0.8128297],"genre_scores_gemma":[0.05311835,0.01065626,0.03102516,0.00961819,0.001961894,0.019843,0.2358261,0.005166454,0.6327845],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2184993,"threshold_uncertainty_score":0.7309529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03208908496978555,"score_gpt":0.3247939306367324,"score_spread":0.2927048456669468,"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."}}