{"id":"W4296934940","doi":"10.1108/ijilt-07-2022-0147","title":"Design guidelines and research directions for team analytics","year":2022,"lang":"en","type":"article","venue":"International Journal of Information and Learning Technology","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Analytics; Teamwork; Knowledge management; Variety (cybernetics); Context (archaeology); Computer science; Originality; Process management; Engineering management; Engineering; Data science; Qualitative research; Management; Sociology","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":[0.1249394,0.002855672,0.001824293,0.008234209,0.005689224,0.01993135,0.007341152,0.007063341,0.01031818],"category_scores_gemma":[0.1460578,0.002593453,0.003328577,0.00756035,0.01605818,0.02705035,0.007959102,0.009120766,0.005661559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008847079,"about_ca_system_score_gemma":0.01996986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004861804,"about_ca_topic_score_gemma":0.005337,"domain_scores_codex":[0.8344368,0.1349219,0.01132809,0.006242702,0.01071664,0.002353977],"domain_scores_gemma":[0.7376828,0.1633873,0.01160866,0.0325269,0.0461353,0.008658974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000109176,0.0004360062,0.002275384,0.004803642,0.0000810511,0.0003040531,0.01657771,0.002591456,0.0009239182,0.7848001,0.01974865,0.1673489],"study_design_scores_gemma":[0.0002213562,0.0004374293,0.0008797334,0.01019938,0.0001034328,0.0003941248,0.02233524,0.009619894,0.001622873,0.6702832,0.283795,0.0001083983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003092887,0.00392638,0.9308118,0.03031741,0.0008074158,0.004578824,0.0002347781,0.001277374,0.02495311],"genre_scores_gemma":[0.02100021,0.00192029,0.9651297,0.001949131,0.0001226583,0.006394579,0.0002143276,0.000274857,0.002994287],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1249394,"threshold_uncertainty_score":0.6607506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08037167838918917,"score_gpt":0.4226299681209122,"score_spread":0.342258289731723,"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."}}