{"id":"W4399216284","doi":"10.1021/acs.jchemed.4c00080","title":"“Systems Thinking (ST) Encourages a Safe Space to Offer Different Perspectives and Insights”: Student Perspectives and Experiences with ST Activities","year":2024,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Variety (cybernetics); Relevance (law); Intervention (counseling); Systems thinking; Psychology; Space (punctuation); Medical education; Pedagogy; Mathematics education; Medicine; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003763943,0.0001178356,0.0001934648,0.0001674658,0.0002257711,0.0005478293,0.0001162605,0.00005446972,0.00003588261],"category_scores_gemma":[0.0001606253,0.00007831062,0.0000337656,0.000183916,0.000208431,0.0005311553,0.00003049416,0.0002652809,3.486794e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486285,"about_ca_system_score_gemma":0.0004722897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001271053,"about_ca_topic_score_gemma":0.00002774678,"domain_scores_codex":[0.9988685,0.0001487629,0.0001698781,0.0001983043,0.0004636081,0.0001509825],"domain_scores_gemma":[0.9992533,0.0002756191,0.0001185938,0.00005079316,0.0001494706,0.0001522363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004301788,0.0001037174,0.0006706168,0.00004291818,0.0000490289,0.000002772174,0.9859317,0.000002560149,0.003310036,0.007220192,0.0003256578,0.002297771],"study_design_scores_gemma":[0.00009389576,0.0001670595,0.0009838962,0.0004532219,0.00003236679,0.00002354415,0.9939463,0.000011061,0.001322285,0.000429606,0.002417145,0.0001196533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758965,0.01769296,0.0001103943,0.004500778,0.0003026621,0.0001615016,7.104694e-7,0.00001903738,0.001315414],"genre_scores_gemma":[0.9983538,0.0004962236,0.0002783298,0.00002979471,0.0005525218,0.00002099312,3.334761e-7,0.000008644028,0.0002594091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02245721,"threshold_uncertainty_score":0.528273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009223745487706856,"score_gpt":0.3175530091103058,"score_spread":0.3083292636225989,"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."}}