{"id":"W2068069595","doi":"10.1108/00242531211292114","title":"Baby boomers, their elders and the public library","year":2012,"lang":"en","type":"article","venue":"Library Review","topic":"Library Science and Administration","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Baby boomers; Originality; Scope (computer science); Value (mathematics); Sociology; Sample (material); Population; Public relations; Gerontology; Social science; Political science; Medicine; Demographic economics; Qualitative research; Demography; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006396848,0.0001131701,0.0002015149,0.00002994752,0.000498142,0.0004124007,0.0004622021,0.00005054826,0.002821982],"category_scores_gemma":[0.00007042773,0.00006328066,0.0000927596,0.0005921316,0.000630588,0.01553565,0.0001187335,0.0001195829,0.0001113984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002358681,"about_ca_system_score_gemma":0.0002176864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005669376,"about_ca_topic_score_gemma":0.000001186423,"domain_scores_codex":[0.9984857,0.0005545139,0.0002131473,0.0001598196,0.0002070839,0.0003797051],"domain_scores_gemma":[0.9991692,0.0002339545,0.0000962051,0.0002242045,0.000003782708,0.0002726553],"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":[0.000005552892,0.00002807023,0.02732858,0.0001827952,0.00001186976,0.000001022005,0.001765147,4.458358e-9,0.00000147453,0.7371658,0.1850237,0.048486],"study_design_scores_gemma":[0.0001016436,0.000009483529,0.0008845299,0.0001748459,0.000009874008,0.000002990126,0.0007435188,0.000001307642,0.00001773374,0.003240467,0.9947119,0.0001016786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003293438,0.3550031,0.000004993354,0.3120449,0.0004054298,0.0006702474,0.000008696418,0.0002171705,0.3283521],"genre_scores_gemma":[0.3526936,0.5742642,0.000323884,0.05364066,0.0009909907,0.00005319008,0.00005110006,0.00002311669,0.0179593],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8096883,"threshold_uncertainty_score":0.9982336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04281548077091341,"score_gpt":0.2802616647573031,"score_spread":0.2374461839863897,"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."}}