{"id":"W2120755390","doi":"10.1109/tse.2014.2387172","title":"Extracting Development Tasks to Navigate Software Documentation","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Documentation; Software documentation; Computer science; Internal documentation; Software engineering; Software development; Application programming interface; Technical documentation; Software; Task (project management); World Wide Web; Software construction; Programming language; Systems engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005467384,0.0003724279,0.0002646723,0.000562022,0.0002865679,0.000307119,0.0008138456,0.0001261824,0.00004187797],"category_scores_gemma":[0.0005880454,0.0004241828,0.0001056778,0.0009741087,0.00001286154,0.0007861822,0.00001546242,0.0005724994,0.0004516262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003636133,"about_ca_system_score_gemma":0.00008478144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000171886,"about_ca_topic_score_gemma":0.000003964034,"domain_scores_codex":[0.9973997,0.00004121353,0.0004276766,0.0006895308,0.000720165,0.0007217386],"domain_scores_gemma":[0.9974315,0.00123489,0.00005403814,0.0007335386,0.0001544787,0.0003916041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009297736,0.00007450754,0.0003536041,0.00009537146,0.00005659615,0.00001387068,0.001063782,0.7656016,0.001548896,0.00007293494,0.0001273128,0.2309822],"study_design_scores_gemma":[0.003390044,0.001008214,0.03052778,0.001970186,0.00007747424,0.0002333139,0.00009476128,0.2348867,0.667148,0.0001517057,0.05497848,0.005533328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04872755,0.00002012303,0.9465781,0.0000572322,0.00174305,0.0003111082,0.000003763533,0.002551158,0.000007938209],"genre_scores_gemma":[0.5250834,0.00000227192,0.4743683,0.00009538353,0.00007550249,0.0001672257,0.000002487119,0.00005700826,0.0001483957],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6655991,"threshold_uncertainty_score":0.999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01351380097877816,"score_gpt":0.2568972945979576,"score_spread":0.2433834936191794,"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."}}