{"id":"W3200261326","doi":"10.1101/2021.09.10.459594","title":"How biological cells including platelets and megakaryocytes decide complex problems fast but risky","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft; Stem Cell Network","keywords":"Computer science; Adaptation (eye); Risk analysis (engineering); Biology; Neuroscience; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007802285,0.0003447955,0.0003617176,0.0003092931,0.0005610339,0.001697208,0.0005649815,0.001127906,0.00800404],"category_scores_gemma":[0.005676972,0.0002491765,0.0005743905,0.0002925865,0.001115979,0.002569707,0.0005922105,0.001168668,0.0008391964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008171332,"about_ca_system_score_gemma":0.0006603556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339911,"about_ca_topic_score_gemma":0.001077345,"domain_scores_codex":[0.9996884,0.0001140536,0.00001490917,0.00006188598,0.00008646607,0.00003428938],"domain_scores_gemma":[0.9975921,0.001685049,0.0002373964,0.0001211399,0.0002322538,0.0001321602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000916158,0.00003884151,0.002679026,0.0002654232,0.00007102317,0.0002785434,0.0001896791,0.2850541,0.008057856,0.6660179,0.01620607,0.02104999],"study_design_scores_gemma":[0.0000172874,0.00003301516,0.00125581,0.00004509616,0.00001755707,0.0001137678,0.0001232009,0.3645599,0.002967677,0.623076,0.007760619,0.00002998028],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2037944,0.002142426,0.7317078,0.01831193,0.001113286,0.00006439678,0.0009671035,0.0005630149,0.04133575],"genre_scores_gemma":[0.8621563,0.001360805,0.1169054,0.001227974,0.0002519996,0.0001200955,0.0004925893,0.0002749399,0.01720988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00800404,"threshold_uncertainty_score":0.02677619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468120797235042,"score_gpt":0.2173787912568627,"score_spread":0.1926975832845123,"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."}}