{"id":"W4416070485","doi":"10.48550/arxiv.2505.04627","title":"Is the end of Insight in Sight ?","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Explainable Artificial Intelligence (XAI)","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"HORIZON EUROPE Framework Programme; Fonds de recherche du Québec – Nature et technologies; European Commission","keywords":"Interpretability; Perspective (graphical); Outcome (game theory); TRACE (psycholinguistics); Cognition; Ideal (ethics); Artificial neural network","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00588535,0.000665741,0.0008348659,0.001274185,0.002762788,0.009568391,0.001839483,0.004213941,0.01368867],"category_scores_gemma":[0.03458077,0.0005138264,0.0005830976,0.00130817,0.02320477,0.03713056,0.005424872,0.009619477,0.002565957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002471678,"about_ca_system_score_gemma":0.002056902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002196389,"about_ca_topic_score_gemma":0.001669838,"domain_scores_codex":[0.9962839,0.001660885,0.0001237145,0.0006149205,0.001018632,0.0002978217],"domain_scores_gemma":[0.9807277,0.01278176,0.0007742678,0.00342887,0.001473348,0.0008141173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009202742,0.00002092877,0.0007818519,0.0002292865,0.00002683015,0.0001114287,0.001369586,0.000981081,0.0003609381,0.9504682,0.01335604,0.03220182],"study_design_scores_gemma":[0.000004834933,0.000007127219,0.0000992194,0.0000645551,0.000003941501,0.00004522827,0.0003370188,0.0009658508,0.0001315256,0.9819291,0.01640488,0.000006860779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04546755,0.02837371,0.2588073,0.4667248,0.004272309,0.00005421371,0.00107736,0.001675939,0.1935467],"genre_scores_gemma":[0.9157468,0.01074111,0.03832872,0.01702716,0.00237779,0.00008021475,0.000529165,0.0006176002,0.0145513],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01368867,"threshold_uncertainty_score":0.04579312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07370824725669334,"score_gpt":0.3066526265678747,"score_spread":0.2329443793111813,"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."}}