{"id":"W4415232956","doi":"10.1080/02763877.2025.2570154","title":"Assessing reference services training through student staff satisfaction","year":2025,"lang":"en","type":"article","venue":"The Reference Librarian","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Training (meteorology); Higher education; Occupational training; Professional development; Job satisfaction; Information system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006963374,0.000216854,0.0005712779,0.001859936,0.000824435,0.002349939,0.0006716333,0.0004371275,0.007293938],"category_scores_gemma":[0.01870666,0.0001861461,0.0006210328,0.002720742,0.0004818919,0.0008619439,0.001520982,0.0007239991,0.002126702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312408,"about_ca_system_score_gemma":0.00119211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003700865,"about_ca_topic_score_gemma":0.003817359,"domain_scores_codex":[0.993996,0.001990227,0.0008450705,0.0002708813,0.001959589,0.0009380932],"domain_scores_gemma":[0.9771623,0.003904835,0.004864153,0.00080288,0.01050137,0.002764399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002604802,0.0005397224,0.9444241,0.00007457256,0.00004211313,0.00004176221,0.003832004,0.0001926288,0.0005037554,0.0001526017,0.001730231,0.04820604],"study_design_scores_gemma":[0.00001494761,0.001350777,0.9803355,0.000046194,0.00004263797,0.00009941375,0.01070771,0.001397443,0.001916091,0.0001511669,0.003908481,0.00002963544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951832,0.00004850823,0.0007170461,0.000132039,0.000008495492,0.00003444647,0.000250924,0.00003886614,0.003586419],"genre_scores_gemma":[0.997223,0.00006488545,0.000533215,0.00006172818,0.00001065942,0.00004713212,0.0003135156,0.00001042868,0.001735356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007293938,"threshold_uncertainty_score":0.03682625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0897010674563265,"score_gpt":0.3982980327313579,"score_spread":0.3085969652750314,"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."}}