{"id":"W2057795223","doi":"10.5539/cis.v4n3p33","title":"MIS Students Perception of Most Wanted MIS Job Market Skills","year":2011,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Job market; Curriculum; Point (geometry); Process (computing); Computer science; Human resources; Resource (disambiguation); Medical education; Knowledge management; Psychology; Management; Pedagogy; Medicine; Economics","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":[0.001241049,0.0002251107,0.0004268326,0.001143771,0.001199677,0.003046392,0.0002697231,0.0009010891,0.00695843],"category_scores_gemma":[0.005411407,0.000176641,0.000271471,0.0005910621,0.0006010663,0.0008996032,0.001122431,0.001189757,0.001345336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005242524,"about_ca_system_score_gemma":0.001154624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001671753,"about_ca_topic_score_gemma":0.00246953,"domain_scores_codex":[0.9991379,0.0001254723,0.0000821891,0.00005763868,0.0003624171,0.0002343257],"domain_scores_gemma":[0.9920403,0.0009409464,0.001346461,0.0001188347,0.001552469,0.004000792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001582577,0.000754098,0.9222817,0.0001615576,0.00003028569,0.0007686735,0.03893051,0.0001331522,0.003733483,0.0005020643,0.002992316,0.02955384],"study_design_scores_gemma":[0.00002170913,0.0008034171,0.7730114,0.0001251024,0.00003261171,0.001077665,0.2117446,0.0005134431,0.00140246,0.0004425413,0.01076561,0.00005944782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976047,0.00009956542,0.00004754947,0.0005172018,0.00002041208,0.00000700248,0.0000378177,0.000004827177,0.001660773],"genre_scores_gemma":[0.9975159,0.0001529993,0.000055124,0.0002826088,0.00001245873,0.000007098845,0.00003853031,0.000003849022,0.001931395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00695843,"threshold_uncertainty_score":0.02327824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039790264673574,"score_gpt":0.2461791941857396,"score_spread":0.2357812915390039,"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."}}