{"id":"W2597950362","doi":"10.29173/cais236","title":"Competence in Information Technology Defined in Terms of Learning Expectations: A Case Study of Database Management","year":2013,"lang":"fr","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Dissemination; Library science; Political science; Humanities; Psychology; Sociology; Computer science; Philosophy; Social psychology","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":[0.009784633,0.0003199281,0.0004559229,0.001213601,0.005319174,0.006031855,0.00163457,0.003292397,0.002467392],"category_scores_gemma":[0.02051695,0.0003738298,0.0004921706,0.001855789,0.003802928,0.004910811,0.003505217,0.003264315,0.0004063392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005528743,"about_ca_system_score_gemma":0.003140575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01491765,"about_ca_topic_score_gemma":0.02922513,"domain_scores_codex":[0.9913424,0.006364443,0.0002547715,0.000306087,0.0009701645,0.0007621829],"domain_scores_gemma":[0.9800032,0.01612443,0.0007889121,0.0005621676,0.0008660048,0.001655246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002479245,0.003518186,0.06342445,0.0002043637,0.00003500371,0.0140301,0.8547926,0.0007961044,0.001016203,0.02800491,0.002530348,0.03139979],"study_design_scores_gemma":[0.00008836749,0.0006425363,0.02883521,0.0001828039,0.00002957452,0.005104495,0.9413636,0.002809642,0.001135393,0.004792369,0.01496363,0.00005234258],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863056,0.0002350824,0.001411401,0.002013754,0.000009582039,0.00006460322,0.00003773523,0.000007566265,0.009914791],"genre_scores_gemma":[0.9964147,0.0002432748,0.001290536,0.0001888893,0.000005043892,0.00004757417,0.00002664132,0.000006695798,0.001776777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01491765,"threshold_uncertainty_score":0.05174673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461115101766053,"score_gpt":0.264803010811868,"score_spread":0.2401918597942075,"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."}}