{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001424849,0.00007625407,0.00008737687,0.000135151,0.0002467673,0.0001611616,0.0006631079,0.00003986081,0.000001839183],"category_scores_gemma":[0.0001363768,0.00006610406,0.00006232699,0.0002577596,0.0000133009,0.0002614959,0.00006031919,0.0008385293,0.00002797521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003140341,"about_ca_system_score_gemma":0.002190969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000011859,"about_ca_topic_score_gemma":0.0002127746,"domain_scores_codex":[0.9986035,0.0000676596,0.0001569601,0.0001896824,0.00007259787,0.0009096659],"domain_scores_gemma":[0.9994624,0.00007585559,0.00006551493,0.0002570977,0.0001038515,0.00003524329],"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":[0.00000485385,0.00002691865,0.0002364955,0.000004412353,0.00001841592,1.077861e-7,0.00004034684,0.000005974691,0.00007156504,0.8148897,0.001620393,0.1830808],"study_design_scores_gemma":[0.0005618366,0.0001644635,0.0009267698,0.00002398332,0.00001270331,0.00006461557,0.00006250164,0.03004471,0.00008231819,0.6686331,0.2993065,0.0001164548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004660937,0.002155217,0.9817028,0.0101171,0.0003305232,0.00007987919,6.454517e-7,0.00007370752,0.005074037],"genre_scores_gemma":[0.9778838,0.0006522788,0.004266751,0.000566709,0.0002391297,0.00002059859,0.000007302502,0.000008164747,0.01635529],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9774361,"threshold_uncertainty_score":0.3886686,"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."}}