{"id":"W6931637903","doi":"10.5281/zenodo.7508044","title":"Single-cell Pairwise Relationships Untangled by Composite Embedding model","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biochemical and biochemical processes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Embedding; Pairwise comparison; Action (physics); Identity (music); Differential (mechanical device); Scalability","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":[0.0002123945,0.0002536594,0.000182522,0.0001132573,0.0005885781,0.0002185242,0.0007351341,0.000417472,0.001865908],"category_scores_gemma":[0.000341712,0.0002609738,0.00008597136,0.000278874,0.0001666572,0.000006818898,0.0008803617,0.0003499609,0.002785694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005467187,"about_ca_system_score_gemma":0.000004693125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007593392,"about_ca_topic_score_gemma":6.791066e-7,"domain_scores_codex":[0.9984246,0.0001244365,0.0002270008,0.0006249953,0.0002525262,0.0003463782],"domain_scores_gemma":[0.9990481,0.0000119457,0.0001510041,0.0004235909,0.0001785439,0.0001868874],"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":[0.00002374546,0.00009336513,5.972919e-7,0.00007908247,0.0000282351,0.000001309926,0.00001748771,0.00001261886,0.371137,0.00001600051,0.6265575,0.002033063],"study_design_scores_gemma":[0.0003309439,0.0001009084,7.397143e-7,0.0000714012,0.00002549037,0.00001053585,0.00002948404,0.0003748131,0.08687622,0.00004739278,0.911815,0.0003170831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004790225,0.002204971,0.009438324,0.0005571172,0.0001532219,0.0007741883,0.001860059,0.002857119,0.9773648],"genre_scores_gemma":[0.2568924,0.001528377,0.002072714,0.0005055646,0.00108467,4.99594e-7,0.04289554,0.0290101,0.6660101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3113546,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03514788459196964,"score_gpt":0.2387563054794954,"score_spread":0.2036084208875257,"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."}}