{"id":"W3133566597","doi":"10.29173/iasl7915","title":"Public Libraries National Network","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":"Promotion (chess); General partnership; Reading (process); Subject (documents); Public relations; Business; Administration (probate law); Political science; Public administration; Library science; Computer science; Finance; Politics","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005109346,0.000100061,0.0001122889,0.00004338391,0.0008052042,0.001640811,0.0003508284,0.0001042024,0.001270907],"category_scores_gemma":[0.0008021119,0.00009991352,0.00004543621,0.0008254495,0.0003728994,0.005808327,0.00009113651,0.0001364667,0.0001063196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002832142,"about_ca_system_score_gemma":0.002764522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002969535,"about_ca_topic_score_gemma":0.0000873412,"domain_scores_codex":[0.9983431,0.00002929292,0.0001808076,0.0003056821,0.0007115098,0.000429624],"domain_scores_gemma":[0.9982687,0.00005871235,0.00008456466,0.00004357023,0.001334441,0.0002100251],"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":[0.000003868669,0.00003038564,0.01923489,0.0000057969,0.000005934321,0.00000328687,0.05309571,4.391432e-7,0.00003582544,0.8812707,0.04446471,0.001848456],"study_design_scores_gemma":[0.0001372174,0.00005144424,0.008940752,0.00003204893,0.000004811844,0.000006772752,0.1118942,0.00009076207,0.0004925596,0.2713897,0.6066697,0.0002901157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3114228,0.0001789843,0.0002081532,0.06780419,0.0005996506,0.000173939,0.00002381815,0.0003290163,0.6192595],"genre_scores_gemma":[0.9842803,0.00004953312,0.00132831,0.001826204,0.0009317541,0.00001307689,0.0000198322,0.000005555048,0.01154536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6728576,"threshold_uncertainty_score":0.9996421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09318029603646877,"score_gpt":0.3001728806633281,"score_spread":0.2069925846268593,"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."}}