{"id":"W4414923200","doi":"10.3389/fphy.2025.1641727","title":"Is the end of insight in sight?","year":2025,"lang":"en","type":"article","venue":"Frontiers in Physics","topic":"Artificial Intelligence Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"HORIZON EUROPE European Innovation Council; Fonds de recherche du Québec – Nature et technologies; European Research Council","keywords":"Divergence (linguistics); Artificial neural network; Ideal (ethics); Deep neural networks; Signature (topology); Dynamics (music); Representation (politics)","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":[0.007553698,0.0008187427,0.001105169,0.001387023,0.002651458,0.01036259,0.002025914,0.005089513,0.01094406],"category_scores_gemma":[0.03200031,0.0006019171,0.0005857976,0.001330089,0.02140725,0.04426356,0.00621002,0.012096,0.003161446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00234587,"about_ca_system_score_gemma":0.002462725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002556935,"about_ca_topic_score_gemma":0.002156016,"domain_scores_codex":[0.9963741,0.001465437,0.0001356801,0.0005988671,0.001084995,0.0003408767],"domain_scores_gemma":[0.978307,0.01508334,0.0008033779,0.002912319,0.001726219,0.001167627],"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":[0.0001944172,0.00004161761,0.001304214,0.0005127611,0.00006486871,0.0002026056,0.001690443,0.002188166,0.0007352263,0.8850992,0.02886604,0.0791006],"study_design_scores_gemma":[0.000007030728,0.0000136537,0.0001399881,0.0001382708,0.000006429296,0.00007449204,0.0005088355,0.001598591,0.0002051977,0.9735277,0.0237664,0.00001330298],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03005046,0.050915,0.1812222,0.6402351,0.004240971,0.00003690014,0.0009411509,0.001361011,0.09099717],"genre_scores_gemma":[0.8631991,0.03337407,0.04720751,0.03482644,0.004314742,0.00008208096,0.0006725765,0.0007349761,0.01558855],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01094406,"threshold_uncertainty_score":0.03994823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886914820498571,"score_gpt":0.2751209127349505,"score_spread":0.2562517645299648,"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."}}