{"id":"W4243214242","doi":"10.1007/978-3-030-23128-6_1","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in information security","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ericsson (Canada); Concordia University","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005160598,0.0009187944,0.0005507355,0.001726425,0.001311068,0.003941397,0.001491875,0.001580429,0.5934066],"category_scores_gemma":[0.001941317,0.0003075,0.0004531283,0.001684546,0.0005206989,0.002865733,0.002156358,0.001595231,0.4977315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129476,"about_ca_system_score_gemma":0.001757862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002119334,"about_ca_topic_score_gemma":0.003262724,"domain_scores_codex":[0.9994615,0.00004925274,0.00001797186,0.0001047724,0.0003060082,0.00006054008],"domain_scores_gemma":[0.9993364,0.000104047,0.00002356647,0.00009040502,0.0003207106,0.0001248146],"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":[0.00001889806,0.00003387656,0.0000655116,0.000161209,0.000001662945,0.00004814619,0.0001104078,0.0001420642,0.0004176217,0.03397389,0.7827505,0.1822762],"study_design_scores_gemma":[0.000001148452,0.000004505115,0.00003836834,0.00005147366,5.580314e-7,0.00002629243,0.00002379105,0.00001987744,0.00005957546,0.002962344,0.9968103,0.000001830881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0002879284,0.002771856,0.004658078,0.001959268,0.004041931,0.0001278013,0.001633656,0.000771231,0.9837483],"genre_scores_gemma":[0.0008026376,0.001585757,0.00117437,0.0007143696,0.000544324,0.00006052147,0.001105303,0.0001871218,0.9938257],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5934066,"threshold_uncertainty_score":0.5799561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004576849311293972,"score_gpt":0.2145418960189019,"score_spread":0.2099650467076079,"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."}}