{"id":"W7143378957","doi":"10.52458/9789349381407.nsp.2025.eb.ch-9","title":"A STUDY ON ASSESSMENT OF WEST SINGHBHUM EDUCATION PROGRAM WITH SPECIAL REFERENCE TO JAGANNATHPUR BLOCK, WEST SINGHBHUM, DISTRICT, JHARKHAND","year":2025,"lang":"","type":"book-chapter","venue":"Noble Science Press eBooks","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Training (meteorology); Data collection; Quarter (Canadian coin)","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.002718034,0.001009505,0.001224057,0.0009889532,0.00251033,0.00175645,0.002704018,0.0003845352,0.0001662931],"category_scores_gemma":[0.0002621122,0.0008918256,0.0001969339,0.0007144113,0.003142902,0.0004397816,0.0006026551,0.0008263469,0.0000435216],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084016,"about_ca_system_score_gemma":0.01332209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663529,"about_ca_topic_score_gemma":0.005040875,"domain_scores_codex":[0.9907829,0.0003476808,0.001548404,0.002113542,0.003876371,0.001331129],"domain_scores_gemma":[0.9931248,0.0002475542,0.001517542,0.001529553,0.002650142,0.0009303378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001824688,0.005288404,0.003092518,0.0004051864,0.0002148026,0.00001264186,0.0775888,0.0001325869,0.0003565478,0.7474834,0.002003444,0.1632392],"study_design_scores_gemma":[0.0009107259,0.005404925,0.02766347,0.003761536,0.0004258123,0.00001145456,0.02990909,0.00002073061,0.0004594079,0.0003909403,0.9292079,0.001833981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06834107,0.00007199642,0.00001992824,0.0003550165,0.003349832,0.008367603,0.0002064969,0.00009652488,0.9191915],"genre_scores_gemma":[0.8330687,0.00002510141,0.0005199979,0.0001603259,0.001218594,0.0008013991,0.00001181373,0.00003848697,0.1641556],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9272045,"threshold_uncertainty_score":0.99957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719177225280782,"score_gpt":0.3978046389201818,"score_spread":0.3258869163921036,"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."}}