{"id":"W4310102510","doi":"10.29173/iasl8536","title":"Pre-kindergarten Students are coming, but can School Librarians serve them?","year":2022,"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":"Certification; Service (business); School library; Mathematics education; Pedagogy; Psychology; Medical education; Political science; Library science; Medicine; Computer science; Business","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007388041,0.0001962747,0.0002243091,0.0000922721,0.001956182,0.001257964,0.001559225,0.00009208063,0.00303871],"category_scores_gemma":[0.000221519,0.0001978582,0.00007559202,0.0006838933,0.000273564,0.002908072,0.0004513071,0.0004251363,0.00006553134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106902,"about_ca_system_score_gemma":0.001045963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146665,"about_ca_topic_score_gemma":0.0003138062,"domain_scores_codex":[0.9971824,0.00008122814,0.0002942724,0.0005167024,0.001348117,0.0005772399],"domain_scores_gemma":[0.9988915,0.00004341892,0.0002764701,0.0001213729,0.0002781787,0.0003890355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004571592,0.0001839796,0.6652083,0.00001770136,0.00002267041,0.00001421222,0.2998269,0.000001970065,0.00009184612,0.01324001,0.02081267,0.000533995],"study_design_scores_gemma":[0.0004615707,0.0002917289,0.1289366,0.00004338394,0.00002152111,0.00001130456,0.800557,0.00007257477,0.0003127637,0.01026794,0.05852704,0.0004966056],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966356,0.00001544716,0.00001044839,0.01125935,0.000317914,0.0004607689,0.0001143435,0.0002316541,0.02123409],"genre_scores_gemma":[0.9766526,0.00001727801,0.00008853521,0.00181446,0.0002968604,0.0001145133,0.00001876209,0.00001566467,0.02098133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5362718,"threshold_uncertainty_score":0.9997788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04397656545331811,"score_gpt":0.2979106227305034,"score_spread":0.2539340572771853,"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."}}