{"id":"W6931062180","doi":"10.5281/zenodo.6323503","title":"AgnostiqHQ/covalent: v0.28.1","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Adhesion Molecules Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Function (biology); MNIST database; Classifier (UML); Regression function","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":[0.002152258,0.004104601,0.002464335,0.002385423,0.001574515,0.004826114,0.00790024,0.003017226,0.4919706],"category_scores_gemma":[0.006275265,0.004093125,0.002573636,0.001636217,0.0009299337,0.004268285,0.004643024,0.005085747,0.6384256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002117611,"about_ca_system_score_gemma":0.002013817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005103976,"about_ca_topic_score_gemma":0.006033391,"domain_scores_codex":[0.9985924,0.0001209248,0.00009598808,0.0004229802,0.0005682002,0.0001995676],"domain_scores_gemma":[0.997844,0.0003725516,0.0001567208,0.0007962294,0.0005510882,0.0002793909],"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":[0.0001980954,0.00003386072,0.0003184972,0.0005097539,0.0000657011,0.00007210083,0.00005214737,0.0003368819,0.00302168,0.002509509,0.969568,0.02331376],"study_design_scores_gemma":[0.0001542734,0.00003574447,0.0008216032,0.0001163039,0.00004739403,0.0003294419,0.00002371844,0.001944105,0.02050121,0.005132793,0.9707391,0.0001543302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005263084,0.0003195115,0.04322999,0.0002912991,0.0005006526,0.0001057682,0.05066071,0.8860776,0.01828811],"genre_scores_gemma":[0.007104632,0.0004251328,0.0337652,0.0009143317,0.000170287,0.0005319956,0.1079129,0.7896295,0.05954618],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4919706,"threshold_uncertainty_score":0.7246423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299724851415081,"score_gpt":0.2722571467323551,"score_spread":0.2392598982182043,"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."}}