{"id":"W7077039111","doi":"10.5281/zenodo.16917203","title":"DIA Proof-of-Impact Portfolio Case Study (Gemini AI vs. Justice AI GPT)","year":2025,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive reframing; Complicity; Colonialism; Mainstream; Blame; Economic Justice; Hacker; Indoctrination; White supremacy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004700482,0.0003431451,0.0002713628,0.0009379006,0.005946293,0.005993763,0.00150928,0.002538313,0.01614922],"category_scores_gemma":[0.01274279,0.0002158535,0.0003094743,0.001500052,0.003901479,0.006130882,0.00476839,0.003044425,0.002306719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005357408,"about_ca_system_score_gemma":0.002732794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182335,"about_ca_topic_score_gemma":0.01454172,"domain_scores_codex":[0.9959444,0.002015837,0.000120685,0.0004160223,0.000931429,0.0005715519],"domain_scores_gemma":[0.9956351,0.002079312,0.000266341,0.000661114,0.0006023606,0.0007558462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008049234,0.0021507,0.02032037,0.0005963906,0.00004539647,0.01476163,0.1067593,0.003947809,0.005591311,0.561994,0.08032601,0.2027023],"study_design_scores_gemma":[0.0002371093,0.0009978057,0.01164047,0.0003447716,0.00002935997,0.004863814,0.08939515,0.008878109,0.007626574,0.05669416,0.8191896,0.0001030896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4859051,0.0005984443,0.01578865,0.01562286,0.0003428893,0.000993798,0.0005977929,0.0004713582,0.4796791],"genre_scores_gemma":[0.9281769,0.0003638155,0.01155236,0.001973352,0.00007843249,0.0004818811,0.0003167872,0.0001488547,0.05690756],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01614922,"threshold_uncertainty_score":0.05402452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05019279979537385,"score_gpt":0.3167375792331252,"score_spread":0.2665447794377513,"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."}}