{"id":"W2013795291","doi":"10.1109/ipcc.2012.6408648","title":"How engineering students work with photographs to address authentic socio-technical problems in a globalized world","year":2012,"lang":"en","type":"article","venue":"","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Documentation; Curriculum; Narrative; Engineering education; Work (physics); Process (computing); Work in process; Construct (python library); Technical writing; Computer science; Engineering ethics; Engineering; Pedagogy; Psychology; Higher education; Engineering management","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":[0.003778758,0.0004686022,0.0002346494,0.0008479858,0.00321914,0.008066137,0.001030171,0.001943915,0.006086607],"category_scores_gemma":[0.01067219,0.0003137959,0.0003411176,0.0004724825,0.003276963,0.005280793,0.003162816,0.001617158,0.001934081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008600377,"about_ca_system_score_gemma":0.001061433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073653,"about_ca_topic_score_gemma":0.00249974,"domain_scores_codex":[0.996599,0.002382628,0.0000796576,0.0002725832,0.0003503581,0.0003158675],"domain_scores_gemma":[0.9965497,0.001663585,0.0004090504,0.0003694542,0.0003982727,0.0006098606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006741961,0.0007322159,0.02618991,0.000280869,0.00002720219,0.001566878,0.8603863,0.0006270158,0.005193681,0.009292498,0.008968538,0.08666749],"study_design_scores_gemma":[0.00002320173,0.0002450854,0.006344243,0.0002044497,0.00003098478,0.001134999,0.9031017,0.0006130458,0.002000005,0.003688446,0.08256917,0.0000445436],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337152,0.0007512996,0.007763899,0.006334136,0.0001860736,0.000122696,0.00002126826,0.0001245927,0.05098086],"genre_scores_gemma":[0.9725569,0.001198306,0.006172371,0.0009859632,0.0000286827,0.00005768443,0.00002910014,0.00005653765,0.01891441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008066137,"threshold_uncertainty_score":0.02036178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04487100388137694,"score_gpt":0.3652354385940342,"score_spread":0.3203644347126573,"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."}}