{"id":"W4401161820","doi":"10.1587/transinf.2023edp7238","title":"Unveiling Python Version Compatibility Challenges in Code Snippets on Stack Overflow","year":2024,"lang":"en","type":"article","venue":"IEICE Transactions on Information and Systems","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Python (programming language); Computer science; Programming language; Source code; Compatibility (geochemistry); World Wide Web; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007020337,0.0001158459,0.0001361318,0.0004467173,0.00009153781,0.0003216114,0.0001751957,0.00007858904,0.000009794357],"category_scores_gemma":[0.00004141497,0.0001061832,0.00003464059,0.0003662296,0.00001583651,0.001389586,0.000005884684,0.000293487,0.0002363956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706618,"about_ca_system_score_gemma":0.0000546007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007479295,"about_ca_topic_score_gemma":0.00002417432,"domain_scores_codex":[0.9988356,0.00006945283,0.0003205063,0.0001965126,0.0003965206,0.0001813847],"domain_scores_gemma":[0.9989376,0.0005916923,0.00002932237,0.0003094881,0.00005321607,0.00007867861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000140603,0.0002659908,0.0004680333,0.003762842,0.00008367786,0.00002768196,0.02328608,0.590546,0.0001153978,0.02564132,0.000974307,0.354688],"study_design_scores_gemma":[0.0003689655,0.000171317,0.003678985,0.0005440814,0.000002314297,0.00001551396,0.0006455203,0.9790812,0.0002514229,0.00002577844,0.01505521,0.0001597037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.119793,0.0008720709,0.8735493,0.0008239234,0.002303656,0.000476251,0.00004008325,0.0007166405,0.001425086],"genre_scores_gemma":[0.9993191,0.0003050707,0.0002451293,0.00002654738,0.0000205511,0.00002740774,0.000004336532,0.000005762545,0.00004614076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8795261,"threshold_uncertainty_score":0.4330026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04424765382061606,"score_gpt":0.2838154316304337,"score_spread":0.2395677778098176,"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."}}