{"id":"W7035914826","doi":"","title":"Alignment of competencies as identified by library and information science educators and practitioners : a case study of database management","year":2008,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Information science; Exploratory research; Science education; Information management; Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039527,0.0001562318,0.000224773,0.0005236104,0.000255353,0.0005088385,0.0006029002,0.00003988002,0.00006384679],"category_scores_gemma":[0.00001425684,0.0001488584,0.00001411461,0.0006397138,0.00007454004,0.01147386,0.0003955807,0.00006804161,0.00001500203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003044525,"about_ca_system_score_gemma":0.0005577186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002009272,"about_ca_topic_score_gemma":0.00001224112,"domain_scores_codex":[0.9982935,0.00004520281,0.0007072879,0.0002658182,0.0005643544,0.0001238253],"domain_scores_gemma":[0.9985169,0.00002540747,0.0008445437,0.0003658391,0.0001434176,0.0001039487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008482841,0.001891326,0.001906662,0.001289319,0.0003383617,0.0001297548,0.8116278,0.000010035,0.0005021908,0.01276599,0.01094969,0.158504],"study_design_scores_gemma":[0.001271112,0.0002223867,0.00473978,0.0004100505,0.00006056329,0.0007710594,0.9494113,0.0001803324,0.009534797,0.00001557972,0.03288663,0.0004964375],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741031,0.00005812039,0.00009449605,0.00004396377,0.0004468739,0.001314681,0.00002250013,0.000003106695,0.02391319],"genre_scores_gemma":[0.9873878,0.0002360593,0.009713721,0.00005219344,0.000005423949,0.0001193872,0.0003983357,0.00000529436,0.002081806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1580076,"threshold_uncertainty_score":0.8318274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663417363569476,"score_gpt":0.2958905262623295,"score_spread":0.2792563526266348,"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."}}