{"id":"W3140661038","doi":"10.29173/iasl7545","title":"Carnegie Revitalisation of Public Libraries in Africa","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporation; Disadvantaged; Political science; Economic growth; Library science; Public administration; Economics","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":[0.0005663858,0.00007759657,0.0001438309,0.00009419204,0.0001476195,0.0004166583,0.00026142,0.00008715536,0.0002780402],"category_scores_gemma":[0.0009580614,0.00007754674,0.00003481939,0.0009557132,0.0003590517,0.004807089,0.00005732437,0.00009529288,0.00001042702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002706785,"about_ca_system_score_gemma":0.001298328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001569345,"about_ca_topic_score_gemma":0.0002129398,"domain_scores_codex":[0.9988092,0.00004397924,0.0002439102,0.0002339195,0.0003814734,0.0002875658],"domain_scores_gemma":[0.9991215,0.00004956767,0.000119543,0.00005737441,0.0005469044,0.0001051513],"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":[0.000005562285,0.00006720646,0.07020379,0.0000370739,0.000003512921,0.000004287838,0.4103605,1.47179e-7,0.0006634833,0.5120758,0.001833148,0.004745528],"study_design_scores_gemma":[0.0002501394,0.0001156521,0.02870364,0.0001395418,0.000007530849,0.000002573496,0.7976766,0.00005836191,0.006883352,0.07748022,0.08837906,0.0003033638],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8476462,0.0001976451,0.00004500455,0.01167845,0.0001135097,0.0001253712,0.00001112606,0.00005401646,0.1401286],"genre_scores_gemma":[0.9965717,0.00009747934,0.0004453394,0.0001082775,0.00008501831,0.000009720245,0.000008458819,0.000003670181,0.002670381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4345956,"threshold_uncertainty_score":0.4017845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1017469245534698,"score_gpt":0.3010247087010445,"score_spread":0.1992777841475747,"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."}}