{"id":"W2056844734","doi":"10.1145/1142958.1142966","title":"Reflections on CSEE&T 2006","year":2006,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Programming language; 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":[0.01868499,0.001382734,0.0007919114,0.002009892,0.006649108,0.01471173,0.002869966,0.02100553,0.04933646],"category_scores_gemma":[0.0476792,0.0006953023,0.00137007,0.003553655,0.00330698,0.01121696,0.005340907,0.02748604,0.02342666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008358987,"about_ca_system_score_gemma":0.01382869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02749916,"about_ca_topic_score_gemma":0.06754875,"domain_scores_codex":[0.9901471,0.002262283,0.0004797737,0.0009247196,0.004434319,0.001751805],"domain_scores_gemma":[0.9595229,0.009185865,0.001240218,0.000994994,0.01509386,0.0139621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003559372,0.0000274549,0.0001050067,0.00006739129,0.000002127127,0.00006676286,0.0001569428,0.00007315332,0.00006515245,0.00213487,0.9890428,0.008222723],"study_design_scores_gemma":[0.00001422923,0.00002331586,0.000422669,0.0001487027,0.000002868423,0.00003942057,0.000517658,0.0000503622,0.00009895872,0.0006663922,0.9980006,0.00001475787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008472655,0.009129505,0.0007691821,0.8513792,0.1146604,0.00004575415,0.0002960276,0.0001712257,0.02270149],"genre_scores_gemma":[0.02527453,0.0292994,0.002748848,0.5827882,0.08870538,0.0002323453,0.0008599356,0.0008828906,0.2692084],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04933646,"threshold_uncertainty_score":0.1650469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547956312893565,"score_gpt":0.3048834350238243,"score_spread":0.2694038718948886,"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."}}