{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01323173,0.0002730744,0.0004007687,0.002310175,0.007668995,0.00453352,0.001056304,0.002354629,0.00150782],"category_scores_gemma":[0.02977767,0.000579261,0.0002415184,0.002516085,0.003863406,0.00385924,0.004530775,0.002666521,0.0002568075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004959849,"about_ca_system_score_gemma":0.006975973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0164401,"about_ca_topic_score_gemma":0.03971721,"domain_scores_codex":[0.9889078,0.007284873,0.0004886802,0.0004689939,0.001362384,0.001487289],"domain_scores_gemma":[0.9809568,0.01213178,0.001797357,0.0004362987,0.002590002,0.002087806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006447228,0.0006466592,0.05114495,0.00005235504,0.00000372721,0.001569055,0.9307778,0.00008274971,0.0005171162,0.002697224,0.0004054754,0.01203838],"study_design_scores_gemma":[0.00001700178,0.0002030957,0.01575864,0.00005201211,0.000004328094,0.0005689803,0.9794682,0.0002935638,0.0003676529,0.0003765724,0.002876821,0.0000132218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968105,0.0000501297,0.0004079893,0.00058991,0.000003942438,0.00003800563,0.000008366455,0.000002264965,0.002088926],"genre_scores_gemma":[0.9976364,0.0001337243,0.0009644621,0.0001927072,0.000002635914,0.00006926662,0.00001521233,0.000003352715,0.0009822105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0164401,"threshold_uncertainty_score":0.06997687,"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."}}