{"id":"W6949991228","doi":"10.5281/zenodo.4747673","title":"DerwenAI/kglab: v0.4.0 on PyPi","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Metallic Glasses and Amorphous Alloys","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Doug Bragg Enterprises (Canada)","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Fusible alloy; Demotion; Hyporeflexia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002000302,0.0002891753,0.0002808517,0.0002980616,0.0004203994,0.0005165965,0.0007979824,0.0001903596,0.1820292],"category_scores_gemma":[0.0001300954,0.0003074834,0.00009741923,0.0003719265,0.00006380831,0.00003912916,0.0004402359,0.0004393749,0.01793663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001108433,"about_ca_system_score_gemma":0.000002837917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001882515,"about_ca_topic_score_gemma":0.000001360193,"domain_scores_codex":[0.9984097,0.0001259024,0.0002174384,0.0004339315,0.0003910711,0.0004219419],"domain_scores_gemma":[0.9989439,0.00001321379,0.00006878893,0.0006615567,0.0001205403,0.0001920111],"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":[0.000003928947,0.00004622059,1.219748e-7,0.0001952313,0.0001158224,0.00004819018,0.00005684477,0.0001792692,0.001088682,0.001599583,0.9708617,0.02580442],"study_design_scores_gemma":[0.0002496588,0.0000663441,0.0000145231,0.0001783651,0.00001855365,0.00004993248,0.00003842308,0.0004388395,0.0001916672,0.00002117797,0.9984196,0.0003128969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001308926,0.0007408066,0.001379146,0.0001143035,0.0003930505,0.0002909979,0.0002247025,0.002754198,0.9939719],"genre_scores_gemma":[0.01307188,0.002841318,0.0009846685,0.0003647145,0.001676346,1.587174e-7,0.007706381,0.04566496,0.9276896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1640925,"threshold_uncertainty_score":0.9999377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696699107654362,"score_gpt":0.2177541500632376,"score_spread":0.190787158986694,"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."}}