{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007621683,0.0005226003,0.0003887896,0.0004331923,0.0006214556,0.0007275611,0.0008993886,0.0005777112,0.005312875],"category_scores_gemma":[0.002053914,0.0001952675,0.0003564376,0.0004178723,0.0004618224,0.001263293,0.001078973,0.0006915847,0.0005953241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005308325,"about_ca_system_score_gemma":0.001504171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571343,"about_ca_topic_score_gemma":0.00245438,"domain_scores_codex":[0.9992959,0.000220633,0.00003616387,0.0001467267,0.0001730846,0.0001274215],"domain_scores_gemma":[0.9994375,0.0001583352,0.00007208452,0.00008479923,0.0001399741,0.0001072386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004876895,0.0006302378,0.004001984,0.0002026863,0.00004558458,0.0003722335,0.0009131426,0.4451554,0.0143241,0.1070555,0.01003138,0.4167801],"study_design_scores_gemma":[0.00005044526,0.0002466019,0.0008846207,0.00001856891,0.00002644942,0.0001127171,0.0002826649,0.9654713,0.003981035,0.02184765,0.007048978,0.00002899788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03896347,0.00006677351,0.9486812,0.0003062853,0.00007424244,0.0003903343,0.00007715877,0.0004672248,0.01097331],"genre_scores_gemma":[0.6538995,0.0001137227,0.3347745,0.0001040411,0.00004941279,0.0005227881,0.0001974611,0.00004303897,0.0102955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005312875,"threshold_uncertainty_score":0.01777339,"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."}}