{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008157846,0.0004269152,0.0004581377,0.001566975,0.0006315527,0.002056862,0.000709353,0.0007127821,0.001278424],"category_scores_gemma":[0.1544659,0.0004440727,0.0004329878,0.0007745731,0.0007691746,0.001168931,0.001146722,0.0008856597,0.0004871469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005064901,"about_ca_system_score_gemma":0.0007204236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001952895,"about_ca_topic_score_gemma":0.002684416,"domain_scores_codex":[0.9856711,0.008143432,0.001241309,0.001745783,0.002492609,0.0007058213],"domain_scores_gemma":[0.6515588,0.2929406,0.02546955,0.01423879,0.008842009,0.006950367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002288373,0.0005642636,0.8860821,0.0003909021,0.0002704301,0.000355021,0.008182926,0.001764457,0.02551869,0.0002121485,0.0006385249,0.0737322],"study_design_scores_gemma":[0.00002424757,0.0007225099,0.99228,0.00002849077,0.00004764008,0.0003431309,0.001008822,0.002886081,0.001401943,0.0002122493,0.0009941775,0.00005063465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956226,0.0001329925,0.002424272,0.00006567534,0.00001510942,0.00004140488,0.00008630382,0.000101008,0.001510642],"genre_scores_gemma":[0.9973027,0.00005432374,0.001844866,0.00003457423,0.00001903724,0.00004315062,0.0001796595,0.00007070031,0.0004510533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008157846,"threshold_uncertainty_score":0.04314333,"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."}}