{"id":"W2884167800","doi":"","title":"A Story of Children Visiting a Library: Focused at 'S Small library'","year":2015,"lang":"en","type":"article","venue":"Early childhood education","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"School library; Library science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003617998,0.0001063895,0.0001253107,0.0001332447,0.0003960562,0.0002107574,0.0003766161,0.00008962697,0.0002802307],"category_scores_gemma":[0.0001597497,0.0001079643,0.00006134409,0.0005562386,0.0001420783,0.003814,0.00006874355,0.0001383221,0.00009818808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003699997,"about_ca_system_score_gemma":0.003654422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003595251,"about_ca_topic_score_gemma":0.00003258434,"domain_scores_codex":[0.9986586,0.0002928381,0.0002103084,0.0002550367,0.0003322733,0.0002509323],"domain_scores_gemma":[0.999186,0.00006935431,0.0002050411,0.0002075367,0.0000323366,0.0002997626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001764795,0.0004737896,0.6309336,0.000004692037,0.00002164143,5.823597e-7,0.2601845,0.000003249163,0.00007821902,0.01705326,0.04336169,0.04786711],"study_design_scores_gemma":[0.0002648564,0.0001479824,0.9731218,0.00004422403,0.00001148141,0.000001522357,0.005874017,0.000001042425,0.001886972,0.003952758,0.01450519,0.0001881989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386889,0.0002055731,0.000008448726,0.006747456,0.0004557835,0.0003219738,0.000009801344,0.000160835,0.0534012],"genre_scores_gemma":[0.9893171,0.00001925237,0.00179917,0.0005146021,0.0009639114,0.00001287044,0.00009774001,0.00001873708,0.00725664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3421881,"threshold_uncertainty_score":0.6482788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903210825158376,"score_gpt":0.250165004828183,"score_spread":0.2311328965765992,"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."}}