{"id":"W1556897420","doi":"10.29173/iasl7726","title":"Nurturing lifelong readers","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":"Library science; Lifelong learning; Diversity (politics); Political science; Resilience (materials science); Sociology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009236311,0.001071383,0.0008192461,0.001867964,0.01605287,0.01898006,0.002442113,0.006757591,0.0253497],"category_scores_gemma":[0.03691862,0.0006305911,0.0007768002,0.0008820574,0.0154334,0.01506231,0.02763045,0.01121103,0.01625929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413948,"about_ca_system_score_gemma":0.006962592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001135407,"about_ca_topic_score_gemma":0.003094609,"domain_scores_codex":[0.9871947,0.006758695,0.000361319,0.001130774,0.0022954,0.002259117],"domain_scores_gemma":[0.9422006,0.01014063,0.005620634,0.004577468,0.007913882,0.02954667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009577999,0.0005446947,0.01397684,0.0006720538,0.0000740874,0.003914522,0.4738087,0.00006915644,0.00360208,0.05876966,0.2819736,0.1624989],"study_design_scores_gemma":[0.00001275998,0.0001206629,0.001496584,0.0004957345,0.00002497987,0.001997543,0.1009732,0.00002599305,0.001259671,0.01006886,0.8834744,0.00004966563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1396069,0.02380192,0.01033754,0.4440418,0.01681022,0.0002714343,0.0002743535,0.002033735,0.3628222],"genre_scores_gemma":[0.5963774,0.01125688,0.01251564,0.118269,0.0061164,0.0004758184,0.0002324627,0.001086551,0.2536699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0253497,"threshold_uncertainty_score":0.08480322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04704954827028525,"score_gpt":0.3055372783793289,"score_spread":0.2584877301090436,"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."}}