{"id":"W4237884657","doi":"10.1007/978-1-4939-7131-2_101228","title":"Software Development","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Software 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":[0.0004754073,0.0007362401,0.0003508844,0.001352898,0.0008774002,0.002663526,0.0008555072,0.0007768625,0.1043506],"category_scores_gemma":[0.001734871,0.0004014301,0.000310305,0.00141632,0.0007192629,0.002615763,0.001956414,0.001806247,0.07587446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171987,"about_ca_system_score_gemma":0.001436588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008339682,"about_ca_topic_score_gemma":0.002206905,"domain_scores_codex":[0.9994963,0.00007267392,0.0000194684,0.00008390155,0.0002950328,0.00003264829],"domain_scores_gemma":[0.9994442,0.0001515259,0.00001917255,0.0001324648,0.0001931431,0.00005953956],"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":[0.000007328686,0.00003401735,0.0001133757,0.0002257172,0.000004397722,0.00004932978,0.0003670585,0.0003477406,0.001044002,0.1233311,0.3265446,0.5479313],"study_design_scores_gemma":[0.000001248034,0.000004549875,0.00008342441,0.0000985155,0.000001549264,0.00006994855,0.00003145116,0.0001649316,0.0002480738,0.01742595,0.9818678,0.000002509882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007363817,0.005955533,0.03333368,0.002154205,0.0009914383,0.00006837258,0.0001630188,0.0007992647,0.9557982],"genre_scores_gemma":[0.005593595,0.005265948,0.009115275,0.0006787824,0.0002085708,0.00005994711,0.0003472963,0.0003769186,0.9783537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1043506,"threshold_uncertainty_score":0.3490875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508156981300814,"score_gpt":0.2378894415654926,"score_spread":0.2128078717524845,"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."}}