{"id":"W2144961539","doi":"10.1109/icpc.2011.35","title":"The Influence of the Task on Programmer Behaviour","year":2011,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Computer science; Programmer; Session (web analytics); Task (project management); Surprise; TRACE (psycholinguistics); Programming language; Source code; Software development; Software; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0002519749,0.00004839733,0.00003645704,0.00001888762,0.00007304874,0.00003431316,0.001489128,0.00001924558,0.000004716261],"category_scores_gemma":[0.0002463262,0.00002186993,0.00003126215,0.0002735318,0.00007460664,0.00007604953,0.0002754663,0.0001160044,0.000030321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001109136,"about_ca_system_score_gemma":0.00003280483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000131038,"about_ca_topic_score_gemma":0.000007570357,"domain_scores_codex":[0.9993131,0.00002542625,0.00008266936,0.0001157397,0.0002861017,0.0001770082],"domain_scores_gemma":[0.9989141,0.0002308904,0.00002135688,0.0007353339,0.00006684235,0.00003152876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000116356,0.0002611046,0.7292015,0.00001495007,0.00003164116,0.000008456443,0.002952161,0.000588969,0.001176013,0.1761784,0.002659374,0.08691584],"study_design_scores_gemma":[0.00004599087,0.00006354439,0.9906725,0.000008497193,9.077323e-7,0.000002177145,0.000006985137,0.0002968982,0.007580058,0.0004297662,0.0008488778,0.00004384323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903851,0.00001594494,0.007996246,0.0002876093,0.000152182,0.0001876237,2.403416e-7,0.0001173209,0.0008577973],"genre_scores_gemma":[0.9963333,0.000001561409,0.003074916,0.00004993192,0.000005534689,0.00002045873,1.802364e-8,0.000003541388,0.0005107535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.261471,"threshold_uncertainty_score":0.2767194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394810436876577,"score_gpt":0.2538314277439496,"score_spread":0.2298833233751838,"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."}}