{"id":"W1982627696","doi":"10.5555/2819009.2819213","title":"Towards generation of software development tasks","year":2015,"lang":"en","type":"article","venue":"International Conference on Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Task (project management); Decomposition; Context (archaeology); Process (computing); Software engineering; Task analysis; Software development; Software; Human–computer interaction; Programming language; Systems engineering; 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":[0.002969438,0.001332114,0.0005645838,0.00225983,0.000976762,0.00252589,0.001619051,0.001498847,0.004157055],"category_scores_gemma":[0.01907582,0.001062,0.002228999,0.001281296,0.0008896362,0.002352875,0.003030784,0.002523472,0.003551748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087495,"about_ca_system_score_gemma":0.003203826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260453,"about_ca_topic_score_gemma":0.003036577,"domain_scores_codex":[0.995937,0.001560611,0.0003291386,0.0008653975,0.001089899,0.0002179878],"domain_scores_gemma":[0.9901743,0.004400272,0.0006142637,0.002175469,0.002349758,0.0002859726],"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":[0.0003784154,0.0003595079,0.008434153,0.001409482,0.0001281802,0.00146693,0.005212341,0.07039326,0.02681523,0.1378492,0.02585452,0.7216988],"study_design_scores_gemma":[0.00009863767,0.000181538,0.002444933,0.0006174616,0.0001087361,0.0007023445,0.001212426,0.6730401,0.02748241,0.1914389,0.1025709,0.0001016681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01332191,0.0001909944,0.9783026,0.0004580939,0.0001106399,0.0003195249,0.0007189203,0.002671371,0.003905958],"genre_scores_gemma":[0.06683587,0.0002082853,0.9261222,0.0001063912,0.00003401214,0.0003069682,0.002965316,0.0007818982,0.002639119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004157055,"threshold_uncertainty_score":0.0157041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056023209809404,"score_gpt":0.3077589008172072,"score_spread":0.2021565798362668,"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."}}