{"id":"W4211142060","doi":"10.1109/icnsc52481.2021.9702183","title":"Group Role Assignment with a Training Plan","year":2021,"lang":"en","type":"article","venue":"2021 IEEE International Conference on Networking, Sensing and Control (ICNSC)","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Fundamental Research Funds for the Central Universities; Nature","keywords":"Plan (archaeology); Training (meteorology); Computer science; Premise; Artificial intelligence; Operations research; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002182174,0.0002522733,0.0002778445,0.0001471604,0.0002220726,0.001077643,0.0001458574,0.00007088748,0.0003533469],"category_scores_gemma":[0.00004499289,0.0002350956,0.00005800907,0.0002408254,0.00006380528,0.0003372224,0.00005326917,0.0002280852,0.00003830807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005564886,"about_ca_system_score_gemma":0.00008019857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001454794,"about_ca_topic_score_gemma":0.0007321869,"domain_scores_codex":[0.9983874,0.00003868588,0.0003025825,0.0004830289,0.0004861839,0.0003021381],"domain_scores_gemma":[0.9989913,0.00009178138,0.0002580102,0.0001907315,0.0004350388,0.00003315816],"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":[0.002815015,0.0006022294,0.01954327,0.0001053652,0.001802189,0.001612952,0.001839479,0.01892997,0.02494123,0.2252314,0.009504122,0.6930728],"study_design_scores_gemma":[0.006383031,0.0001347904,0.002629825,0.001357403,0.0002456653,0.0001133793,0.005041307,0.7284089,0.0002944895,0.007544833,0.2466275,0.001218891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3226888,0.0006388548,0.200361,0.02295842,0.01366097,0.001113445,0.00005904636,0.0006090702,0.4379103],"genre_scores_gemma":[0.9915561,0.00003538968,0.0001955381,0.004126143,0.003334273,0.00001269585,0.00006700747,0.00002905252,0.000643814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7094789,"threshold_uncertainty_score":0.9999593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895057263659307,"score_gpt":0.2374771706736521,"score_spread":0.198526598037059,"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."}}