{"id":"W7081966303","doi":"10.2139/ssrn.5481180","title":"A Simplified Quest for Knowledge","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Incentive; Multidisciplinary approach; Privilege (computing); Social Welfare; Bridging (networking); Welfare; Key (lock)","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":[0.002667712,0.0005809581,0.001241625,0.002815243,0.00321578,0.009489113,0.002597421,0.003197883,0.03208348],"category_scores_gemma":[0.01876198,0.0008286866,0.001312962,0.003462994,0.007006635,0.02315208,0.006692233,0.003728582,0.006415597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002428667,"about_ca_system_score_gemma":0.001788569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00350353,"about_ca_topic_score_gemma":0.002231876,"domain_scores_codex":[0.9961957,0.001261134,0.0002973855,0.001083148,0.0009826537,0.0001800395],"domain_scores_gemma":[0.9926692,0.003284971,0.0002922802,0.00248261,0.0009810362,0.0002899161],"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":[0.000014961,0.000006658056,0.00007866989,0.00004230336,0.000008765231,0.00007412027,0.0002193254,0.0006161744,0.000103856,0.9860991,0.002941179,0.009794754],"study_design_scores_gemma":[0.000004670339,0.000003904362,0.0000379594,0.00001624739,0.000007801783,0.00007187494,0.0001027552,0.00387427,0.0001048235,0.9812512,0.01451897,0.000005560088],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03084216,0.002817996,0.6155842,0.04942276,0.0006882748,0.0001594923,0.002434998,0.0004104506,0.2976397],"genre_scores_gemma":[0.6339027,0.002724105,0.2639407,0.002592282,0.001038066,0.0002789097,0.002958293,0.0002718565,0.0922931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03208348,"threshold_uncertainty_score":0.10733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747049715486185,"score_gpt":0.2767675730027891,"score_spread":0.2592970758479273,"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."}}