{"id":"W6907671720","doi":"10.24433/co.9800281.v1","title":"CoBE_Scanpy_multiome","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Identification (biology); Order (exchange); Capsule; Key (lock)","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":[0.000148933,0.0003344802,0.0003551906,0.0005816363,0.00003184,0.00003450165,0.0004263432,0.0003278566,0.007243594],"category_scores_gemma":[0.00009774417,0.0003403431,0.0001138255,0.0004754951,0.0001095107,0.0000240442,0.0001083326,0.0002417633,0.2384163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383803,"about_ca_system_score_gemma":0.00006210408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002709368,"about_ca_topic_score_gemma":0.002562375,"domain_scores_codex":[0.9985489,0.00004422854,0.0001687038,0.000478617,0.0003523233,0.0004072652],"domain_scores_gemma":[0.9988619,0.00003643986,0.000180198,0.0007504686,0.00002591507,0.0001450428],"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":[0.00000402674,0.00001875373,0.0002710432,0.00003822344,0.00008390524,0.00004831855,0.00003293882,0.000001741778,0.00002629123,0.0003268612,0.9986901,0.0004578001],"study_design_scores_gemma":[0.00032043,0.0000104487,0.0002406722,0.0002165253,0.00004256715,0.000003312058,0.00001274361,0.00006807546,0.00001621815,0.00006055863,0.9986224,0.000386015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002290693,0.0004443126,0.00000952722,0.00004340051,0.001188221,0.0003146175,0.002709254,0.01086127,0.9844065],"genre_scores_gemma":[0.0003495236,0.00006053235,0.0001511392,0.00004689789,0.0008452502,0.000005405746,0.0001871535,0.0141081,0.984246],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2311727,"threshold_uncertainty_score":0.9999049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306996483032234,"score_gpt":0.2969162539378912,"score_spread":0.2638462891075689,"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."}}