{"id":"W2034505503","doi":"10.5210/fm.v14i7.2588","title":"Public library revitalization in India: Hopes, challenges, and new visions","year":2009,"lang":"en","type":"article","venue":"First Monday","topic":"Library Science and Administration","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vision; Commission; Public relations; Political science; Public administration; Economic growth; Sociology; Economics; Law","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":[0.0001918888,0.00006305144,0.00007993523,0.0001078025,0.0002383044,0.0002160406,0.0002041821,0.00008141316,0.0002022483],"category_scores_gemma":[0.0001470722,0.00005921532,0.0000165137,0.0004348061,0.000059424,0.003450204,0.00003297925,0.00006660888,0.00002177542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001261262,"about_ca_system_score_gemma":0.0002496974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006542828,"about_ca_topic_score_gemma":0.00008242414,"domain_scores_codex":[0.9992433,0.00005338656,0.0001313558,0.0001921786,0.0001824157,0.0001974281],"domain_scores_gemma":[0.999605,0.00003532054,0.00004291629,0.0001336316,0.000007608925,0.0001755166],"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":[0.0000106889,0.0001950847,0.02870829,0.00001805929,0.000003950508,0.00003377773,0.1708208,0.000004260725,0.00003371977,0.430614,0.1197166,0.2498408],"study_design_scores_gemma":[0.0001035634,0.00004458672,0.2930362,0.00002715382,9.481099e-7,5.01377e-7,0.0003557483,0.00001513428,0.00001550946,0.013721,0.6926009,0.00007875163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2412319,0.01317618,0.00005702187,0.5563203,0.0003525249,0.0006019492,0.000007166786,0.0003155499,0.1879374],"genre_scores_gemma":[0.987756,0.008182449,0.0002661409,0.001053602,0.0001825351,0.00000219243,0.00002149875,0.000003835252,0.002531758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.746524,"threshold_uncertainty_score":0.2501315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07312628144926299,"score_gpt":0.280517210619566,"score_spread":0.207390929170303,"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."}}