{"id":"W1588587096","doi":"10.12794/metadc5448","title":"The Effects of Team Dynamics Training on Conceptual Data Modeling Task Performance","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Group cohesiveness; Conceptual model; Knowledge management; Conceptual framework; Task (project management); Cohesion (chemistry); Population; Engineering; Computer science; Psychology; Social psychology; Systems engineering","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":[0.000365286,0.0003363437,0.0003945506,0.0001002726,0.0002550368,0.0000364659,0.001088576,0.0005202348,0.00003716803],"category_scores_gemma":[0.00004047315,0.0002446708,0.00008189758,0.0001222741,0.00008938585,0.000102524,0.00005344776,0.0008698616,0.00004366029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005646003,"about_ca_system_score_gemma":0.0001096065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000351673,"about_ca_topic_score_gemma":0.00143725,"domain_scores_codex":[0.9981315,0.00006172565,0.0005388852,0.000523093,0.000320425,0.0004243566],"domain_scores_gemma":[0.9978601,0.0003771168,0.0003307496,0.001305806,0.00008194085,0.00004428691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001503406,0.0005568128,0.001039894,0.001425101,0.0008301742,0.00001444526,0.02746692,0.01285481,0.0002237313,0.2014827,0.01856877,0.7340333],"study_design_scores_gemma":[0.0006077465,0.0003149615,0.001833127,0.0003326413,0.00008522271,0.000003326188,0.00533067,0.9879074,0.00001682656,0.00008161108,0.003095407,0.0003911278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8360816,0.0006772564,0.0007077795,0.00002604998,0.003545051,0.0004221961,0.0001655282,0.00006270755,0.1583118],"genre_scores_gemma":[0.9560121,0.0003611598,0.00008951237,0.00006566074,0.0002111445,0.00004325469,0.007096628,0.00006726525,0.03605326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9750525,"threshold_uncertainty_score":0.9977384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03009580466563627,"score_gpt":0.3137232870990007,"score_spread":0.2836274824333644,"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."}}