{"id":"W4411055983","doi":"10.2139/ssrn.5282272","title":"Growth in AI Knowledge","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Knowledge management; Computer science; Business; Artificial intelligence","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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003361829,0.0003978473,0.000664898,0.005219309,0.001241689,0.007404742,0.001136722,0.00226088,0.02732158],"category_scores_gemma":[0.04380195,0.000355317,0.000463683,0.007778626,0.003315622,0.01845528,0.003252572,0.003161044,0.00634002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003428503,"about_ca_system_score_gemma":0.001935732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004269639,"about_ca_topic_score_gemma":0.002425944,"domain_scores_codex":[0.9972283,0.0006443205,0.0001162197,0.0006217879,0.001069059,0.000320252],"domain_scores_gemma":[0.9595987,0.0239905,0.002365734,0.004437415,0.007255604,0.002352064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002491208,0.0001009937,0.01473785,0.0002306326,0.0000364666,0.0003745177,0.002139346,0.0050277,0.001178745,0.8150116,0.02969679,0.1312163],"study_design_scores_gemma":[0.00003622769,0.00004413863,0.01291514,0.0001581721,0.00003259834,0.0008439694,0.002884337,0.02853408,0.00177572,0.7811098,0.1716395,0.00002627697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3361102,0.01377896,0.04002905,0.04904376,0.0008538572,0.00006831932,0.006018968,0.001168164,0.5529287],"genre_scores_gemma":[0.9494486,0.005220363,0.006484365,0.0007731091,0.0006916514,0.00005311537,0.001910457,0.000182164,0.03523615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9947807,"threshold_uncertainty_score":0.09139979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097502710844207,"score_gpt":0.2760989157205002,"score_spread":0.2651238886120582,"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."}}