{"id":"W2992813950","doi":"","title":"Research of the Students Volunteer Service and Management in University Library","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Work (physics); Volunteer; Engineering management; Service science, management and engineering; Library management; Business; Knowledge management; Medical education; Public relations; Management; Library science; Political science; Computer science; Engineering; Service design; Medicine; Marketing; Service delivery framework","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":{"n_in":1,"stratum":"venue_new","weight":2684.24666666667,"opus":{"tier":"T2","genre":"conceptual","about_ca":false,"confidence":"low","reason":"Analysis of student volunteer management in university libraries with proposed recruitment, training, and evaluation strategies; library and information science on an academic library's operations, but far from research practice, so genuinely borderline."},"gpt":{"tier":"OUT","genre":"conceptual","about_ca":false,"confidence":"high","reason":"This work addresses volunteer management in university libraries, not researchers' information behavior or research infrastructure."},"grok":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"Management of student volunteers in university libraries; operational library admin, not researcher information behaviour or scholarly communication as object."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003056875,0.0001331802,0.0001473094,0.001039865,0.00341546,0.003263385,0.0005844716,0.0005776754,0.003257643],"category_scores_gemma":[0.005066833,0.0001069157,0.0001928153,0.001075897,0.001323979,0.001931492,0.00133355,0.0006070313,0.0004396243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003481869,"about_ca_system_score_gemma":0.006895896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091663,"about_ca_topic_score_gemma":0.01558767,"domain_scores_codex":[0.9972004,0.001492226,0.00008311856,0.0001399522,0.0004319347,0.0006523568],"domain_scores_gemma":[0.9957417,0.0006710294,0.000536906,0.0001095209,0.0009008159,0.002040089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002807404,0.001002856,0.3967214,0.0006136555,0.00003848496,0.00114805,0.2171295,0.0006521473,0.001548833,0.06809714,0.03227604,0.2804911],"study_design_scores_gemma":[0.0000190643,0.0004803053,0.3238988,0.000349365,0.00003512057,0.000591393,0.5280797,0.002881568,0.00104458,0.007854296,0.1347029,0.00006278629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514472,0.001354713,0.0017062,0.008021625,0.0001161445,0.00009551181,0.00005181707,0.00002928572,0.03717748],"genre_scores_gemma":[0.9927487,0.0005867154,0.000279833,0.0001733021,0.00003950161,0.00002252491,0.0000282427,0.000005703243,0.006115496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01091663,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05278904237503909,"score_gpt":0.3728502835483158,"score_spread":0.3200612411732767,"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."}}