{"id":"W2124740781","doi":"10.1145/986710.986720","title":"The programmer life-cycle","year":2004,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Programmer; Productivity; Computer science; Construct (python library); Software; Programming language; Economics; Macroeconomics","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":[0.002805574,0.0005966071,0.000372874,0.002408569,0.001235571,0.00482765,0.00128186,0.001236476,0.009975787],"category_scores_gemma":[0.02116797,0.0005301688,0.0004144281,0.002220806,0.001202179,0.00413279,0.002337574,0.001456609,0.004672078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002920737,"about_ca_system_score_gemma":0.004625587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004961525,"about_ca_topic_score_gemma":0.002746282,"domain_scores_codex":[0.9967277,0.0008380031,0.0001387937,0.0004789464,0.00142184,0.000394754],"domain_scores_gemma":[0.9877945,0.003761428,0.001301782,0.001532576,0.003867203,0.001742469],"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":[0.0004350451,0.0003127419,0.06769086,0.0006434175,0.0001178562,0.0004474986,0.006213661,0.01351836,0.004551928,0.3570005,0.05259677,0.4964713],"study_design_scores_gemma":[0.00006592249,0.000502951,0.06591829,0.0005791332,0.00008658781,0.001436358,0.003361018,0.02317457,0.003223985,0.251861,0.6496221,0.0001679543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3024813,0.01528414,0.2229552,0.01630368,0.0005849268,0.00093312,0.006807497,0.002945687,0.4317044],"genre_scores_gemma":[0.8642478,0.006624682,0.03903515,0.002225572,0.0002846959,0.0007060672,0.002763089,0.0009569976,0.08315594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009975787,"threshold_uncertainty_score":0.03337234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147598033736386,"score_gpt":0.2460997833387149,"score_spread":0.2313399799650762,"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."}}