{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002569328,0.0001857291,0.0003168215,0.0031508,0.005272803,0.00810691,0.001161636,0.001246244,0.03224239],"category_scores_gemma":[0.01724545,0.0003607718,0.0002968119,0.002287889,0.002925527,0.005253431,0.008132232,0.002675458,0.002825442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001989687,"about_ca_system_score_gemma":0.01031526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01314609,"about_ca_topic_score_gemma":0.02474892,"domain_scores_codex":[0.9978204,0.0007771516,0.00009355416,0.0002315974,0.000327832,0.0007494936],"domain_scores_gemma":[0.9787532,0.003653925,0.002574708,0.0008139592,0.00262584,0.01157838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002214947,0.002928674,0.4567696,0.0003451389,0.00005666796,0.002705746,0.09863359,0.0001184931,0.001451523,0.03161002,0.03908778,0.3660713],"study_design_scores_gemma":[0.00003400393,0.0005233972,0.4827341,0.0004774855,0.00004041703,0.001387224,0.3620212,0.0002587,0.001169789,0.01282317,0.1384336,0.00009692601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8607806,0.001020821,0.0008798526,0.03371455,0.0001583314,0.00009859582,0.0001981384,0.0002326466,0.1029165],"genre_scores_gemma":[0.9873694,0.0004013616,0.0004931383,0.001463182,0.00004552494,0.00002676089,0.0001161928,0.00003253192,0.0100519],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03224239,"threshold_uncertainty_score":0.1078615,"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."}}