{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001356117,0.001601979,0.0007812969,0.002780529,0.002127585,0.006244942,0.001201503,0.001695863,0.213147],"category_scores_gemma":[0.01121496,0.0007690195,0.0004956127,0.004662243,0.001470057,0.007419616,0.002941412,0.003201286,0.1775763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599375,"about_ca_system_score_gemma":0.002493309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003883433,"about_ca_topic_score_gemma":0.006189149,"domain_scores_codex":[0.997465,0.0003248032,0.0002503478,0.0004532016,0.001313213,0.0001935239],"domain_scores_gemma":[0.9927665,0.001227338,0.0005023436,0.002048692,0.002669716,0.0007854083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005345341,0.00002407648,0.0004781082,0.0004652258,0.00001903972,0.0001451459,0.0001867633,0.0003904571,0.001458858,0.06794429,0.6067495,0.3220851],"study_design_scores_gemma":[0.000003258794,0.00002441002,0.0002548203,0.00006278762,0.000005769652,0.0001921021,0.00006876629,0.000107888,0.0002181355,0.009932006,0.9891229,0.000007100788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003667068,0.0419494,0.06684617,0.01752085,0.04958646,0.0002500674,0.006957863,0.008612758,0.8046094],"genre_scores_gemma":[0.0212453,0.01405112,0.01492388,0.004105069,0.007581326,0.0001685447,0.004227137,0.002871471,0.9308261],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.213147,"threshold_uncertainty_score":0.7130476,"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."}}