{"id":"W4408538279","doi":"10.2139/ssrn.5181302","title":"A Quest for AI Knowledge","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.005347416,0.0008292407,0.00115874,0.004007171,0.004654889,0.008850342,0.00276214,0.00529119,0.01818597],"category_scores_gemma":[0.01327818,0.0004879804,0.0007694447,0.00184641,0.02831466,0.01926704,0.005404139,0.009652465,0.006070185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003990415,"about_ca_system_score_gemma":0.003853889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003325662,"about_ca_topic_score_gemma":0.002183056,"domain_scores_codex":[0.9966379,0.001172498,0.0001751927,0.0008031346,0.00101821,0.0001929722],"domain_scores_gemma":[0.9874248,0.006995054,0.0006676176,0.002292415,0.001799886,0.0008202288],"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":[0.00001139854,0.00002607676,0.0001418687,0.00009792893,0.0000174223,0.00003291511,0.0003401308,0.0004449218,0.00009082228,0.9788274,0.008877103,0.01109219],"study_design_scores_gemma":[0.000006764836,0.000004647972,0.00005151191,0.00004541715,0.000003561254,0.00002094647,0.0001331273,0.0005995943,0.00007947414,0.9668882,0.03215956,0.000007144907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01000425,0.01352188,0.1062924,0.3146534,0.00270096,0.00008259163,0.0005060455,0.0003800472,0.5518584],"genre_scores_gemma":[0.7242762,0.018913,0.09179366,0.04738776,0.01033675,0.0005406839,0.001233891,0.000400658,0.1051174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01818597,"threshold_uncertainty_score":0.06083816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007382179542127534,"score_gpt":0.3039983586540927,"score_spread":0.2966161791119652,"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."}}