{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002732502,0.003808195,0.0022775,0.002361399,0.001178725,0.005344477,0.007233393,0.002164297,0.4825874],"category_scores_gemma":[0.006847931,0.002950132,0.002486422,0.00255268,0.001257618,0.006176992,0.007572033,0.005157514,0.5493688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002297273,"about_ca_system_score_gemma":0.002127319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005299119,"about_ca_topic_score_gemma":0.003921905,"domain_scores_codex":[0.9984933,0.0001433505,0.00007765726,0.0002593186,0.000715135,0.0003112821],"domain_scores_gemma":[0.9977392,0.0003722596,0.00009740893,0.000904803,0.0006050516,0.0002812764],"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":[0.0003571082,0.00006526831,0.0004580517,0.0004154354,0.00006066249,0.0001001035,0.0001479568,0.0007100914,0.001686446,0.005201535,0.9604964,0.03030098],"study_design_scores_gemma":[0.0003543805,0.00004789528,0.001275024,0.0001861288,0.00003415559,0.0001964705,0.00009644206,0.008358784,0.01657006,0.01550978,0.9572287,0.0001421512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004988321,0.0001299193,0.0326806,0.0002539736,0.0001757168,0.00007402975,0.02889379,0.9104583,0.02683481],"genre_scores_gemma":[0.01024134,0.0002467924,0.02498951,0.0005088885,0.00007477128,0.0004069367,0.07718375,0.8426122,0.04373588],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4825874,"threshold_uncertainty_score":0.7380263,"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."}}