{"id":"W3203595058","doi":"10.29173/iasl8280","title":"Librarians: Bridges to College Readiness","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Mathematics education; Value (mathematics); Order (exchange); Pedagogy; Sociology; 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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003917628,0.0001369926,0.0001803873,0.0001250389,0.0005467111,0.0009515229,0.000561533,0.0001000597,0.001282347],"category_scores_gemma":[0.0007008874,0.0001329373,0.00005253287,0.001271181,0.0001769166,0.01714357,0.0001562367,0.0001284817,0.000514095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003651293,"about_ca_system_score_gemma":0.0009005357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000143771,"about_ca_topic_score_gemma":0.00001548066,"domain_scores_codex":[0.9983485,0.00002365286,0.0002941461,0.0003260756,0.0005393685,0.0004682509],"domain_scores_gemma":[0.9981967,0.00005032603,0.00008694157,0.0001019476,0.00117482,0.0003893294],"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":[0.00001644162,0.00003808124,0.006341544,0.00002267487,0.00000630219,0.000008521594,0.3956958,6.918396e-7,0.0001049635,0.5032291,0.0901939,0.004341946],"study_design_scores_gemma":[0.0001223385,0.00004339921,0.006152329,0.00006325604,0.000003620951,0.000006334441,0.2752165,0.00005781523,0.001544494,0.003622253,0.7129366,0.0002310183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7121441,0.0000493535,0.0002427001,0.06106033,0.000582532,0.0003349159,0.0001355302,0.0003140636,0.2251364],"genre_scores_gemma":[0.951746,0.00004615296,0.001293634,0.01097464,0.0003864955,0.00002951334,0.00001412725,0.000008433836,0.035501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6227427,"threshold_uncertainty_score":0.9996306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592987898134328,"score_gpt":0.2865106269911881,"score_spread":0.2605807480098448,"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."}}