{"id":"W4368408206","doi":"10.1145/3576841.3589626","title":"Automated Features and Requirements Identification for Improving CPS Software Reuse using Topic Modeling","year":2023,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Software engineering; Documentation; Reuse; Software development; Software construction; Software system; Domain (mathematical analysis); Identification (biology); Software; Domain analysis; Programming language; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004884704,0.001881584,0.001366683,0.01156669,0.001233456,0.002721823,0.002094149,0.001978818,0.001609733],"category_scores_gemma":[0.02527278,0.0007923198,0.002975021,0.005145429,0.0005601357,0.004035581,0.002395622,0.001861522,0.002180868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001408111,"about_ca_system_score_gemma":0.003041412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009614646,"about_ca_topic_score_gemma":0.01188391,"domain_scores_codex":[0.9913891,0.002475321,0.0008300132,0.002168326,0.002720598,0.0004167327],"domain_scores_gemma":[0.9777548,0.01250061,0.002536333,0.002347702,0.004403346,0.0004572984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000350287,0.0008597436,0.03334427,0.001466873,0.0002634397,0.0009776058,0.003558074,0.02430415,0.04458536,0.007594222,0.02188035,0.8608156],"study_design_scores_gemma":[0.00009083223,0.0002519475,0.01790819,0.0002012658,0.000402558,0.001432983,0.001477243,0.9031218,0.03343128,0.01351602,0.02802538,0.0001405305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06976782,0.000974133,0.9073275,0.0006894408,0.0001037115,0.0007688265,0.002037739,0.01447769,0.003852974],"genre_scores_gemma":[0.3371196,0.0006406055,0.6479866,0.0002404049,0.0001090535,0.0008826835,0.009545499,0.001107057,0.002368439],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01156669,"threshold_uncertainty_score":0.02583307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06455301274145477,"score_gpt":0.3374883921143187,"score_spread":0.2729353793728639,"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."}}