{"id":"W1880902366","doi":"10.1002/wdev.191","title":"Transcriptional selectors, masters, and combinatorial codes: regulatory principles of neural subtype specification","year":2015,"lang":"en","type":"review","venue":"Wiley Interdisciplinary Reviews Developmental Biology","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Knut och Alice Wallenbergs Stiftelse; Vetenskapsrådet; Swedish Cancer Foundation","keywords":"Categorization; Function (biology); Biology; Neuroscience; Drosophila melanogaster; Functional diversity; Computational biology; Nervous system; Cognitive science; Computer science; Genetics; Artificial intelligence; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001244104,0.000199406,0.0002515029,0.0007479211,0.0006040144,0.002382774,0.0007177588,0.0003591476,0.001609248],"category_scores_gemma":[0.001692953,0.0002862836,0.0002414816,0.0003082587,0.003130394,0.002153272,0.0007896106,0.0008224554,0.0004662897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007822299,"about_ca_system_score_gemma":0.0006489501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221828,"about_ca_topic_score_gemma":0.002638621,"domain_scores_codex":[0.9994282,0.0001136505,0.00004014279,0.000161827,0.0001872936,0.00006882443],"domain_scores_gemma":[0.9992077,0.0003028118,0.0001646474,0.0001294932,0.0001023749,0.00009307599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001941358,0.00002602222,0.007214171,0.0001138249,0.00001842934,0.000251287,0.001481806,0.002517328,0.1284041,0.7516809,0.00157402,0.1065239],"study_design_scores_gemma":[0.00006415118,0.0003353085,0.0221243,0.0001531611,0.00008177587,0.001277353,0.001989365,0.04363506,0.1400361,0.7264494,0.06369647,0.0001576119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4535447,0.00927535,0.4527032,0.003356321,0.000237751,0.0001005349,0.0003201059,0.0008454347,0.07961666],"genre_scores_gemma":[0.892594,0.003918957,0.07778592,0.0007085038,0.0002471776,0.0001876812,0.0001791702,0.0003154119,0.02406312],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002382774,"threshold_uncertainty_score":0.006579518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0690356864986774,"score_gpt":0.3252175029247906,"score_spread":0.2561818164261132,"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."}}