{"id":"W4405032520","doi":"10.48550/arxiv.2412.00097","title":"In Search of Truth: In memory of Balraj Singh","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"South Asian Studies and Conflicts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005405059,0.0001273895,0.0003610739,0.000403988,0.00004408586,0.00001137524,0.000453864,0.0002255253,0.0001027651],"category_scores_gemma":[0.00009959807,0.0001527058,0.0001386389,0.0009570136,0.0003835587,0.00004821882,0.0007482934,0.0004500446,0.00002092067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943151,"about_ca_system_score_gemma":0.0003896595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01263044,"about_ca_topic_score_gemma":0.004377489,"domain_scores_codex":[0.9987774,0.0001836955,0.0002176668,0.0004221086,0.0001246349,0.0002745048],"domain_scores_gemma":[0.9993041,0.0001776396,0.0001014998,0.0002644241,0.00008831581,0.00006404577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003011371,0.000444688,0.08064334,0.001389496,0.0002924125,0.001305882,0.1702061,0.02740242,0.00007898912,0.7145779,0.000409974,0.002947719],"study_design_scores_gemma":[0.004754005,0.0003131311,0.08070644,0.004590742,0.0005118032,0.00000150283,0.5663463,0.01388522,0.001269522,0.3179245,0.007204159,0.002492667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000481,0.0002901439,0.00001946961,0.0001607372,0.0004420317,0.0001999685,0.00001914109,0.00001742328,0.09880295],"genre_scores_gemma":[0.997121,0.0003082734,0.00001456171,0.00001316034,0.0000571385,4.330005e-7,0.000001332253,0.000008847739,0.002475201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3966534,"threshold_uncertainty_score":0.9939445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134080786475361,"score_gpt":0.2468139498694993,"score_spread":0.1334058712219632,"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."}}