{"id":"W7047460154","doi":"","title":"From “group work” to “teamwork”:students’ perception and lecturer’s reflections","year":2023,"lang":"en","type":"article","venue":"University of Birmingham Research Portal (University of Birmingham)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Transferable skills analysis; Interpersonal communication; Quarter (Canadian coin); Group work; Term (time)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005977709,0.0004560174,0.0005597338,0.0009863442,0.002777621,0.004537348,0.001218543,0.001544415,0.00356325],"category_scores_gemma":[0.02715469,0.0003801662,0.0005636211,0.0004332524,0.002339904,0.001954625,0.004403544,0.004009958,0.001290891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050443,"about_ca_system_score_gemma":0.000966165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009696438,"about_ca_topic_score_gemma":0.001077515,"domain_scores_codex":[0.9910591,0.004207618,0.0004420929,0.0006962761,0.002138542,0.001456318],"domain_scores_gemma":[0.9814367,0.007851432,0.002605351,0.0006674544,0.002638067,0.004801041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003991878,0.001832206,0.09012092,0.0004342058,0.00006209921,0.003136868,0.7760938,0.0004860307,0.01759372,0.001188938,0.005358684,0.1032933],"study_design_scores_gemma":[0.00003119696,0.002666339,0.07602969,0.0002392571,0.00004289397,0.002624426,0.8818532,0.0009685257,0.004696779,0.0007875597,0.02986379,0.000196401],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923844,0.000230455,0.001535196,0.001366261,0.000137058,0.00005227747,0.00001787652,0.00006172735,0.004214655],"genre_scores_gemma":[0.9955255,0.00021065,0.0006461123,0.0005037656,0.00006614908,0.00003800144,0.00001915165,0.00003014455,0.002960498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005977709,"threshold_uncertainty_score":0.03161353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04271405982667376,"score_gpt":0.3202036410704885,"score_spread":0.2774895812438147,"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."}}