{"id":"W1525691400","doi":"10.28945/267","title":"Group Performance in Information Systems Project Groups: An Empirical Study","year":2005,"lang":"en","type":"article","venue":"Journal of Information Technology Education Research","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Concordia University","keywords":"Multidisciplinary approach; Information system; Association (psychology); Knowledge management; Engineering ethics; Management science; Library science; Sociology; Political science; Computer science; Psychology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004633708,0.0001497195,0.0002647139,0.005856513,0.0001957244,0.0001859019,0.0007109015,0.0003160463,0.00007570247],"category_scores_gemma":[0.0002150994,0.0001303682,0.00003969329,0.002298722,0.0001234862,0.006442297,0.00007459816,0.001408889,0.0003547735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005051485,"about_ca_system_score_gemma":0.0007143865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001133139,"about_ca_topic_score_gemma":0.00004350589,"domain_scores_codex":[0.9968807,0.0002849789,0.001521393,0.000111147,0.0007596283,0.000442127],"domain_scores_gemma":[0.9973664,0.00007645664,0.0006886816,0.0004485675,0.001327713,0.00009219199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003992055,0.002350549,0.5287196,0.0001024949,0.00005044476,0.000001868849,0.0392634,0.0004484218,0.00000915471,0.01484396,0.006885436,0.4069254],"study_design_scores_gemma":[0.002727502,0.004213077,0.5348441,0.0001433547,0.00001326758,0.0004966222,0.2239187,0.009605369,0.00001730301,0.0002631343,0.2234302,0.0003273349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911453,0.0001343381,0.0004767786,0.001237162,0.0009913589,0.0009752808,0.000003931948,0.0000533644,0.004982458],"genre_scores_gemma":[0.9983602,0.00008356602,0.0008072763,0.0001392042,0.0002403664,0.0002199894,0.00002965245,0.000008623977,0.0001110958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4065981,"threshold_uncertainty_score":0.6121001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04628432085417108,"score_gpt":0.4483037238199876,"score_spread":0.4020194029658165,"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."}}