{"id":"W202684314","doi":"10.1007/978-3-642-39159-0_12","title":"Experimental Determination of Intrinsic Drosophila Embryo Coordinates by Evolutionary Computation","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"British Columbia Institute of Technology","funders":"National Institute of General Medical Sciences; National Institutes of Health; National Science Foundation","keywords":"Computer science; Drosophila (subgenus); Computation; Evolutionary computation; Artificial intelligence; Algorithm; Biology; Genetics","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"],"consensus_categories":[],"category_scores_codex":[0.0002803345,0.0002801209,0.000390984,0.0003602505,0.0001239307,0.00006639428,0.0004348753,0.0002581949,0.0001627724],"category_scores_gemma":[0.000127681,0.0002456937,0.00008513585,0.0002385827,0.0004550307,0.0002120294,0.0002715607,0.0003011272,0.00002206871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049187,"about_ca_system_score_gemma":0.00008214018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001411758,"about_ca_topic_score_gemma":0.00000110577,"domain_scores_codex":[0.9981844,0.0000314719,0.0005046572,0.0005424034,0.0005030381,0.0002339818],"domain_scores_gemma":[0.9983874,0.0006432585,0.0003924368,0.0002912055,0.0002209464,0.00006476095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003404949,0.0009105917,0.0001684517,0.000366259,0.00004813884,0.00003863551,0.00086906,0.002382218,0.03437514,0.2232856,0.004236108,0.7332857],"study_design_scores_gemma":[0.0005007617,0.0004000538,0.0004389883,0.0003654192,0.00002242631,0.00004316676,0.000001324351,0.1844335,0.0170919,0.7958761,0.0002023872,0.0006240109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003802659,0.0003398007,0.9925687,0.0001529658,0.0004161286,0.0004054172,0.00001982342,0.00004914297,0.002245375],"genre_scores_gemma":[0.6816191,0.000005651458,0.317808,0.0001147487,0.0001171062,0.00001115956,0.00002987486,0.00001988557,0.0002745078],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7326617,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321039020220768,"score_gpt":0.2765521080736182,"score_spread":0.2533417178714106,"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."}}