{"id":"W7130321097","doi":"10.69894/20190106","title":"Software, hardware short takes","year":2019,"lang":"en","type":"article","venue":"Oil IT Journal.","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Software; Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001126103,0.0001448986,0.0002595675,0.0002161785,0.0002185762,0.0006526838,0.001547599,0.00008233944,0.0008350869],"category_scores_gemma":[0.0003769744,0.0001162349,0.0002562648,0.0006085929,0.00004027368,0.000795876,0.0001827315,0.0005464911,0.001414489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000856178,"about_ca_system_score_gemma":0.000195712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000101885,"about_ca_topic_score_gemma":0.000004468691,"domain_scores_codex":[0.9978265,0.0001389994,0.0003281736,0.0003717628,0.00087292,0.0004616146],"domain_scores_gemma":[0.9982784,0.0002796753,0.0000693844,0.0007543448,0.0003538369,0.0002642962],"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":[0.000009262611,0.0001414992,0.04000192,0.00006510768,0.0001303456,0.00013879,0.0004907714,0.0006385986,0.0003929764,0.00085253,0.03040412,0.9267341],"study_design_scores_gemma":[0.001001332,0.0003815608,0.01234879,0.0003781566,0.00004757711,0.0009765738,0.0004023223,0.02164128,0.002098586,0.004903568,0.9547553,0.001064919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.103873,0.003146024,0.8150666,0.0150603,0.002538567,0.0001606923,0.000007273673,0.0006504718,0.05949713],"genre_scores_gemma":[0.7447885,0.002748438,0.1570561,0.003711917,0.001074507,0.00002527271,0.00000936576,0.00007791977,0.09050804],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9256692,"threshold_uncertainty_score":0.999363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069827051356022,"score_gpt":0.2799031839506562,"score_spread":0.259204913437096,"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."}}