{"id":"W6981050681","doi":"","title":"Devin Manky Testimony","year":2015,"lang":"en","type":"other","venue":"Summit (Simon Fraser University)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Emperipolesis; Liquation; Durvalumab; Fusible alloy","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":[0.002073906,0.0003744622,0.0004573347,0.0008441794,0.007531425,0.003463852,0.001283314,0.005921018,0.03931728],"category_scores_gemma":[0.01285112,0.0002653244,0.0004052443,0.0006285653,0.001278009,0.001508437,0.002969755,0.01246165,0.01266486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003160227,"about_ca_system_score_gemma":0.004947713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02823663,"about_ca_topic_score_gemma":0.07780578,"domain_scores_codex":[0.9980318,0.0003278564,0.0001108756,0.0003801165,0.0008560696,0.0002933123],"domain_scores_gemma":[0.9971117,0.001048464,0.00007815543,0.0001743202,0.0009903642,0.000596927],"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":[0.000007014471,0.000007978571,0.0002605078,0.00002016061,0.000002630683,0.0003799808,0.0002883907,0.00001464868,0.00005959605,0.005202447,0.9887073,0.005049451],"study_design_scores_gemma":[0.000003280035,0.000004731076,0.0003412931,0.0001060519,0.000003503005,0.0003315925,0.0004662714,0.00002918969,0.00007358281,0.001055889,0.9975773,0.000007363024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003812671,0.006538796,0.0006997941,0.4740591,0.04026411,0.000105263,0.001201694,0.0001767158,0.4731418],"genre_scores_gemma":[0.02756891,0.002998096,0.0004643365,0.4577841,0.005273425,0.0001409604,0.0003815672,0.0001460009,0.5052427],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03931728,"threshold_uncertainty_score":0.1315294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05111606986505847,"score_gpt":0.2775909002655603,"score_spread":0.2264748304005019,"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."}}