{"id":"W4281611449","doi":"10.1007/s11412-022-09370-0","title":"A classification of Challenges encountered in Complex Teamwork Settings","year":2022,"lang":"en","type":"article","venue":"International Journal of Computer-Supported Collaborative Learning","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture","keywords":"Teamwork; Psychology; Cognition; Categorization; Applied psychology; Computer science; Knowledge management; Artificial intelligence; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004909057,0.0008492809,0.0006320203,0.002979341,0.002839783,0.004009547,0.001729222,0.001782762,0.002374052],"category_scores_gemma":[0.05374772,0.0004129487,0.0008524883,0.00260167,0.001725537,0.003099757,0.004084579,0.001965209,0.0007343573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002169567,"about_ca_system_score_gemma":0.004134916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003553044,"about_ca_topic_score_gemma":0.004754051,"domain_scores_codex":[0.9891117,0.002610097,0.001398628,0.000867744,0.004473874,0.001537895],"domain_scores_gemma":[0.9582571,0.01606341,0.009902559,0.001341873,0.009647564,0.004787424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009874084,0.0009942014,0.4257283,0.003272501,0.0002753548,0.01173847,0.06902885,0.006077933,0.009545452,0.01303929,0.02608337,0.4332289],"study_design_scores_gemma":[0.0001188043,0.001642278,0.4823652,0.005314606,0.0003423771,0.0704363,0.2306032,0.03642521,0.00761635,0.03455762,0.1300103,0.0005677626],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.885154,0.005730647,0.06863721,0.007088639,0.000771597,0.001230956,0.0006760444,0.0005370955,0.0301739],"genre_scores_gemma":[0.9632949,0.001843939,0.02909018,0.0006919153,0.0001461906,0.000356079,0.0006951833,0.0001104555,0.003771131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004909057,"threshold_uncertainty_score":0.02596188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524112971309345,"score_gpt":0.2536786990326649,"score_spread":0.2384375693195714,"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."}}