{"id":"W4394587083","doi":"10.53555/sfs.v10i3.2488","title":"Karpoori Thakur's Leadership As The Sentinel Of Dalits And Marginalized: An Extensive Analysis Of His Steadfast Resolve Amidst Systemic Adversity","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"South Asian Studies and Conflicts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01001627,0.0001138511,0.0005607285,0.0004359305,0.0004491379,0.00008697964,0.0006061364,0.00006658702,0.00003123856],"category_scores_gemma":[0.001713752,0.00007864861,0.0001399638,0.003969936,0.002297936,0.0004613867,0.00008218241,0.0001385185,9.902158e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005168976,"about_ca_system_score_gemma":0.0002566621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046201,"about_ca_topic_score_gemma":0.01157801,"domain_scores_codex":[0.9967018,0.001235385,0.0005672605,0.0002018439,0.0009691025,0.0003246593],"domain_scores_gemma":[0.997021,0.001227294,0.0007710397,0.0001501268,0.0007305095,0.0001000481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008856432,0.0000232369,0.9572728,0.00002596363,0.0001521477,0.000007700241,0.04156483,0.0000521983,0.00003128728,0.000279417,0.0002877875,0.0002140201],"study_design_scores_gemma":[0.0001906922,0.00009686642,0.7568699,0.00006181925,0.0001074768,0.000001768512,0.2422738,0.0000212094,0.000009414041,0.00006936154,0.0002307997,0.00006700678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955374,0.0004775398,0.000002884515,0.001318563,0.0002484825,0.0001063837,0.00002896654,0.000008321391,0.002271448],"genre_scores_gemma":[0.9991105,0.0004468988,0.00002113631,0.00007040628,0.00004710732,0.000001028487,0.00000223174,0.000003567062,0.0002970814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2007089,"threshold_uncertainty_score":0.9961274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3303420654679303,"score_gpt":0.3355630633217623,"score_spread":0.005220997853832066,"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."}}