{"id":"W7092402112","doi":"10.5281/zenodo.17391231","title":"爱的证明:治理 AI 和人类文明的共识机制","year":2025,"lang":"cmn","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Interdisciplinary Studies: Technology, Society, and Humanities","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Meaning (existential); Foundation (evidence); Corporate governance; Value (mathematics); Work (physics); Civilization","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001381226,0.0008719604,0.001024121,0.0009626146,0.02025948,0.004426803,0.003022673,0.0006043143,0.0818551],"category_scores_gemma":[0.0007251302,0.0009183601,0.000600651,0.0003898016,0.002695475,0.0004887003,0.007376373,0.002222804,0.01508597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134474,"about_ca_system_score_gemma":0.00005471313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003643056,"about_ca_topic_score_gemma":0.00004835148,"domain_scores_codex":[0.9945192,0.0004767519,0.001163491,0.001407582,0.001143631,0.001289357],"domain_scores_gemma":[0.9936637,0.00008998016,0.0005896447,0.001421266,0.004017622,0.000217761],"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":[0.00006388975,0.000349211,9.154036e-7,0.001491011,0.0008441669,0.00007504538,0.05124595,0.000004211986,0.00001809008,0.08402652,0.8450395,0.01684143],"study_design_scores_gemma":[0.000582528,0.0007229107,0.00007288822,0.0009417298,0.0003042271,0.0001368559,0.03239496,0.0000390458,0.00001824314,0.002539165,0.961404,0.000843413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004797353,0.003496913,0.0001667381,0.003173884,0.002774065,0.001194047,0.003068123,0.002466857,0.9831796],"genre_scores_gemma":[0.1843564,0.01514621,0.00006284734,0.001535482,0.006803205,0.000001109323,0.01691421,0.007030184,0.7681503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2150293,"threshold_uncertainty_score":0.9993267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06438874244728891,"score_gpt":0.2882612284000431,"score_spread":0.2238724859527542,"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."}}