{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001047482,0.00246926,0.001479982,0.001583218,0.001547236,0.003602533,0.00278206,0.001825445,0.5176817],"category_scores_gemma":[0.00543567,0.001892499,0.001478833,0.001574061,0.0006346557,0.004184175,0.004791821,0.002150578,0.5590932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487728,"about_ca_system_score_gemma":0.001766974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008670127,"about_ca_topic_score_gemma":0.009639928,"domain_scores_codex":[0.9992871,0.00007054994,0.00002959531,0.000173502,0.0002785197,0.0001607946],"domain_scores_gemma":[0.9980984,0.0005049577,0.000094692,0.0004623926,0.0005747174,0.0002647754],"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":[0.0001656338,0.00001544116,0.0002011099,0.000244024,0.00001399048,0.00004967999,0.00008421855,0.0001914294,0.001749752,0.001782999,0.9799328,0.01556883],"study_design_scores_gemma":[0.00006577555,0.00001302945,0.0007070715,0.00009791541,0.00001485257,0.0001331335,0.00004419905,0.001282515,0.007142426,0.002441726,0.9879827,0.00007472292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001241653,0.0002914431,0.04482108,0.0006887618,0.0004958361,0.0001515001,0.1297496,0.7203193,0.1022409],"genre_scores_gemma":[0.01046399,0.0003939887,0.02844678,0.001249789,0.0001545411,0.0005437975,0.1648286,0.7084944,0.0854241],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4823183,"threshold_uncertainty_score":0.6879686,"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."}}