{"id":"W2266280828","doi":"","title":"TIM Series: Practicing Safe Software: Good Software Record","year":2008,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Software; Series (stratigraphy); Software engineering; Operating system; Biology; Paleontology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007241215,0.0005458383,0.0005734269,0.0002350453,0.001780301,0.0006918025,0.004924165,0.0002321793,0.00009573469],"category_scores_gemma":[0.0008243497,0.0004551795,0.000129604,0.002674159,0.0003434101,0.002629283,0.003184996,0.0005623163,0.0002581337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002154097,"about_ca_system_score_gemma":0.0002757547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005051316,"about_ca_topic_score_gemma":0.00009043622,"domain_scores_codex":[0.9962148,0.0003236979,0.0007003903,0.001149191,0.0007763281,0.0008355687],"domain_scores_gemma":[0.9952591,0.0006829783,0.0006882197,0.002560309,0.0005958469,0.0002135143],"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":[0.0005435525,0.0004928753,0.004426946,0.0001806541,0.0001739562,0.0005760166,0.005809156,0.007773729,0.0009199125,0.001169429,0.07341928,0.9045145],"study_design_scores_gemma":[0.0004978417,0.0001244134,0.002607428,0.0001067325,0.00001950527,0.001672623,0.0001679329,0.0006531236,0.001165703,0.001017585,0.9912573,0.0007098617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002457467,0.0001614398,0.9882968,0.001811525,0.0003051134,0.0009874678,0.000006514912,0.002539701,0.003433958],"genre_scores_gemma":[0.07412602,0.0002055686,0.854557,0.006931232,0.0008319989,0.0007022796,0.00003526158,0.0003759617,0.06223464],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.917838,"threshold_uncertainty_score":0.99979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232195779427613,"score_gpt":0.2552870228504034,"score_spread":0.2329650650561273,"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."}}