{"id":"W2616487348","doi":"10.1145/3088440","title":"Teaching Software Product Lines","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Computing Education","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Thriving; Product (mathematics); Computer science; Software; Best practice; Engineering ethics; Knowledge management; Engineering management; Sociology; Mathematics education; Engineering; Psychology; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005116632,0.0001604467,0.0001400995,0.0001422916,0.001328083,0.0002923907,0.001783062,0.00004808957,0.000002351765],"category_scores_gemma":[0.002427275,0.0001639394,0.00006297229,0.00008818888,0.00004277772,0.0006882144,0.00004981771,0.0003823944,0.0000265677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007830521,"about_ca_system_score_gemma":0.0001483027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007074302,"about_ca_topic_score_gemma":0.000003776764,"domain_scores_codex":[0.9988714,0.00009496097,0.0001866407,0.0004512324,0.0001680447,0.0002276653],"domain_scores_gemma":[0.9968566,0.0006145827,0.0001576852,0.002204494,0.0001060186,0.00006066775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001641761,0.00009762499,0.0001130235,0.00002138334,0.000009332839,5.075332e-7,0.0005605367,0.03117568,0.00017825,0.0006357518,0.00008726476,0.967119],"study_design_scores_gemma":[0.002923576,0.001193029,0.215802,0.002912025,0.000231864,0.0006048773,0.001184088,0.1088951,0.1068817,0.4921418,0.06016569,0.007064115],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0101723,0.00006088072,0.9814445,0.002999473,0.004117785,0.0001478353,8.015385e-7,0.0009597566,0.00009668853],"genre_scores_gemma":[0.358115,0.000004081352,0.6411681,0.0000974866,0.0002041816,0.00001084923,0.000001038934,0.00001225329,0.0003870492],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9600549,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05217032727527773,"score_gpt":0.3563756791029412,"score_spread":0.3042053518276635,"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."}}