{"id":"W3195357067","doi":"10.1007/s10755-021-09569-3","title":"GATES: An Online Step-Wise Tool to Develop Student Collaborative Teamwork Competencies","year":2021,"lang":"en","type":"article","venue":"Innovative Higher Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Queensland University of Technology","keywords":"Teamwork; Psychology; Group cohesiveness; Cohesion (chemistry); Observational study; Medical education; Higher education; Cooperative learning; Mathematics education; Teaching method; Social psychology; Medicine; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.0007121852,0.0001612848,0.000191359,0.0001652891,0.0006086127,0.0002215722,0.0002468794,0.00009110836,0.0007779785],"category_scores_gemma":[0.0005363612,0.0001646789,0.00001540785,0.007460973,0.0001183844,0.0004643147,0.00007128964,0.0002136824,0.00009315099],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400354,"about_ca_system_score_gemma":0.0065569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000549335,"about_ca_topic_score_gemma":0.001249284,"domain_scores_codex":[0.9979082,0.0006100174,0.0003340031,0.0003836273,0.000445509,0.0003186033],"domain_scores_gemma":[0.993948,0.0001576888,0.0001643259,0.0002109136,0.005408855,0.0001101964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005493244,0.001766547,0.08637304,0.00003078678,0.0001241927,0.000008348578,0.2224561,0.00005037623,0.004666307,0.585246,0.02308256,0.07614076],"study_design_scores_gemma":[0.000158277,0.00008272674,0.2158368,0.0000786426,0.000009216075,3.686665e-7,0.07455144,8.670141e-7,0.0006147674,0.0007086492,0.7077036,0.000254607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474918,0.0004676418,0.0004095761,0.01719832,0.002074413,0.0007532326,0.00003696973,0.0001705844,0.03139745],"genre_scores_gemma":[0.926264,0.00003599745,0.04259793,0.005933887,0.001087907,0.0001975353,0.0003104066,0.00002743692,0.02354493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.684621,"threshold_uncertainty_score":0.999075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05033599067366703,"score_gpt":0.3891274743176162,"score_spread":0.3387914836439492,"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."}}