{"id":"W4411656424","doi":"10.51847/m2llulhwsi","title":"10.51847/M2LluLHWSI","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generalization; Computer science; Software maintenance; Software; Software engineering; Mathematics; Software development; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005315375,0.001425891,0.0006393528,0.002256969,0.001279469,0.002431323,0.001098657,0.002439781,0.946111],"category_scores_gemma":[0.001011601,0.0004645302,0.0004722292,0.002008823,0.0006528691,0.002612951,0.002060089,0.001118403,0.9527423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007307213,"about_ca_system_score_gemma":0.0004933785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002267601,"about_ca_topic_score_gemma":0.001861543,"domain_scores_codex":[0.9996825,0.00002609021,0.00002406922,0.0001098178,0.0000963521,0.00006105052],"domain_scores_gemma":[0.9992742,0.0001462329,0.00004878337,0.0001276644,0.0002413655,0.0001616939],"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":[0.0002007398,0.0002186075,0.001181104,0.0004019404,0.0000188332,0.0003471112,0.0001278484,0.0004955244,0.006344325,0.007525682,0.2071588,0.7759795],"study_design_scores_gemma":[0.00003737375,0.00007009423,0.001059407,0.0001914576,0.00001612489,0.0004231224,0.0001269573,0.001005522,0.001858655,0.001649197,0.993538,0.00002406789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003121611,0.0008769439,0.005707752,0.0009771673,0.0008553916,0.0001259786,0.001268901,0.003309918,0.9837563],"genre_scores_gemma":[0.006618821,0.000362526,0.002765863,0.0004399838,0.0001358906,0.00007334889,0.001116705,0.000401482,0.9880854],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05388898,"threshold_uncertainty_score":0.07686609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008915289742088406,"score_gpt":0.2140413400058043,"score_spread":0.2051260502637159,"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."}}