{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003273454,0.0000903116,0.000137411,0.0000986477,0.00009629473,0.0001541888,0.0009326455,0.00004211901,0.9673238],"category_scores_gemma":[0.00008685992,0.00008192252,0.00008433466,0.000741811,0.00003056613,0.0002098117,0.000147502,0.00009776886,0.9848089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000322517,"about_ca_system_score_gemma":0.00004582619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002448412,"about_ca_topic_score_gemma":9.63614e-8,"domain_scores_codex":[0.9987884,0.00007147889,0.0001438797,0.0003355506,0.0003574009,0.0003032542],"domain_scores_gemma":[0.9989511,0.0001197018,0.00001205226,0.0006634412,0.00006685603,0.000186901],"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":[0.000005859204,0.00004117547,7.428583e-7,0.000002472855,0.000009203417,0.000005668952,0.00001507802,0.0001897633,0.00002683617,0.00001430777,0.008181265,0.9915076],"study_design_scores_gemma":[0.00007434788,0.00006779776,0.00007830647,0.000005349222,0.000002685951,0.0000035825,1.75547e-7,0.01247068,0.00004548187,0.00003398351,0.9871101,0.0001075382],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008926506,0.0000573687,0.0008330367,0.001475171,0.000001886832,0.0001137644,0.00000193117,0.0003069364,0.9963173],"genre_scores_gemma":[0.000630378,6.684808e-7,0.002167914,0.00008878731,0.00004737412,0.00001158907,0.00000205068,0.000005985542,0.9970453],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9914001,"threshold_uncertainty_score":0.3340704,"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."}}