{"id":"W2097832728","doi":"10.1145/1125944.1125969","title":"Musings of an \"old-school\" programmer","year":2006,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Programmer; Computer science; Programming language; Operating system; 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":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0003002067,0.0000628148,0.0001153079,0.00002910912,0.0001376967,0.00004234106,0.03258501,0.00003194343,0.000001666942],"category_scores_gemma":[0.0005611666,0.00004756892,0.00007380037,0.0004288116,0.0001398599,0.0001752525,0.009352953,0.00009257902,0.00000722386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001265804,"about_ca_system_score_gemma":0.00004852754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007572529,"about_ca_topic_score_gemma":0.00002971423,"domain_scores_codex":[0.9991941,0.0001634068,0.000281247,0.0001106807,0.0001433511,0.0001072039],"domain_scores_gemma":[0.9742658,0.0001067582,0.0002424183,0.02521405,0.0001486198,0.00002232766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001039293,0.00221093,0.02538668,0.0001270211,0.00009589093,6.03173e-7,0.002601247,0.004559095,0.01203451,0.8570428,0.07895612,0.01697465],"study_design_scores_gemma":[0.001016573,0.0001936648,0.1015194,0.0003833778,0.00005466992,0.00003552601,0.0001826756,0.05748492,0.01009155,0.6341761,0.1943223,0.0005391646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8340025,0.002761984,0.06287841,0.05034741,0.0007680619,0.001173014,0.00003745409,0.000475407,0.04755578],"genre_scores_gemma":[0.7716926,0.000003486973,0.2281007,0.00004057621,0.00001388978,0.000005636131,0.000008035393,0.000003193762,0.0001319384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2228667,"threshold_uncertainty_score":0.9986592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968588810990217,"score_gpt":0.278476240987521,"score_spread":0.2487903528776188,"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."}}