{"id":"W2090439194","doi":"10.1080/10618600.2000.10474890","title":"Users, Programmers, and Statistical Software","year":2000,"lang":"en","type":"article","venue":"Journal of Computational and Graphical Statistics","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science; Software analytics; Software engineering; Software; Programmer; Software construction; Data science; Software development; Human–computer interaction; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.0002501104,0.0001114801,0.0001968991,0.0001076053,0.00009617242,0.0001852018,0.0002349172,0.00004692112,0.00003435783],"category_scores_gemma":[0.0001289581,0.0000915655,0.00002314985,0.000178292,0.0002138303,0.0002633937,0.00006415017,0.0002049374,0.000001870477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008904783,"about_ca_system_score_gemma":0.00005885748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007035044,"about_ca_topic_score_gemma":0.000001351747,"domain_scores_codex":[0.9988611,0.00006411462,0.000371903,0.0001606034,0.0003865912,0.0001556854],"domain_scores_gemma":[0.998702,0.0006980972,0.000131261,0.00008328272,0.0001755734,0.0002097786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002836007,0.0000811953,0.003542553,0.00001895865,0.0000350446,0.0001184217,0.00008512578,0.00007378098,0.000001050765,0.2887788,0.007645368,0.6995914],"study_design_scores_gemma":[0.0005269334,0.0007158358,0.1075243,0.00004087714,0.00002865811,0.0007925289,0.00000767933,0.02034842,0.000003106231,0.8602011,0.009623846,0.0001866925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01463795,0.0001489885,0.9842725,0.0006202273,0.00004077185,0.00005260686,0.0001628836,0.00003648927,0.00002754026],"genre_scores_gemma":[0.1177413,0.000142196,0.8818188,0.0002252658,0.00003344523,0.000001075783,0.00002143819,0.00000533202,0.0000111113],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6994047,"threshold_uncertainty_score":0.3733933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009443144865113733,"score_gpt":0.2565643840606938,"score_spread":0.24712123919558,"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."}}