{"id":"W2086404454","doi":"10.1145/2445196.2445422","title":"Teaching software engineering with an open-source humanitarian software project (abstract only)","year":2013,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Software engineering; Software development; Social software engineering; Computer science; Software; Software peer review; Software project management; Software construction; Operating system","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004771728,0.0003342788,0.0002529561,0.0001998509,0.0002804362,0.001839756,0.002564703,0.0001105125,0.0001029611],"category_scores_gemma":[0.0003146798,0.0002698022,0.00003943965,0.0002799046,0.00001839658,0.00589747,0.0006827594,0.0005874798,0.0000570405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000634583,"about_ca_system_score_gemma":0.0001311833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006149543,"about_ca_topic_score_gemma":0.0001070139,"domain_scores_codex":[0.9982432,0.00004508941,0.0002670883,0.0006284863,0.000319491,0.0004967147],"domain_scores_gemma":[0.9981494,0.0003771324,0.0001186994,0.00108132,0.000101976,0.000171505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005562193,0.001197233,0.01622417,0.0004600757,0.0003489482,0.0002377248,0.007117254,0.009091841,0.000795248,0.08098401,0.01754782,0.86594],"study_design_scores_gemma":[0.003350042,0.007979001,0.09838171,0.001268379,0.0001375702,0.00212766,0.0008208791,0.1822795,0.002837957,0.005140394,0.6869645,0.008712392],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02814896,0.00003102552,0.9649892,0.000202605,0.0001233971,0.0007221731,0.000001572255,0.005035759,0.0007453474],"genre_scores_gemma":[0.1382816,0.000002192393,0.8603536,0.0002680077,0.00009614728,0.0001276167,0.000008500317,0.00006411257,0.0007981352],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8572277,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181292975408062,"score_gpt":0.2643229788517313,"score_spread":0.2425100490976507,"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."}}