{"id":"W3134264408","doi":"10.1002/bies.202100020","title":"How to become a crab: Phenotypic constraints on a recurring body plan","year":2021,"lang":"en","type":"article","venue":"BioEssays","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Body plan; Biology; Carapace; Crustacean; Evolutionary biology; Zoology; Convergent evolution; Heterochrony; Phenotype; Variation (astronomy); Phylogenetics; Ecology; Genetics; Gene; Ontogeny","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001498788,0.0001115686,0.00013683,0.00002536927,0.000128101,0.00002863702,0.0001493566,0.0001563297,0.006286433],"category_scores_gemma":[0.0001116698,0.0001029663,0.00003874264,0.0001348646,0.0001827233,0.00003898175,0.0001747525,0.0001785626,0.002040354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000916075,"about_ca_system_score_gemma":0.00001336776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001281659,"about_ca_topic_score_gemma":0.0002760028,"domain_scores_codex":[0.9990708,0.00006524128,0.000098272,0.0003588957,0.00008706559,0.0003197076],"domain_scores_gemma":[0.9995393,0.00007165154,0.00003125498,0.0002276368,0.000005316082,0.0001249125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004057789,0.0007476232,0.5635105,0.00003856296,0.0001988403,0.001333051,0.002828906,0.000450717,0.1950777,0.03251254,0.1417929,0.06110292],"study_design_scores_gemma":[0.001668955,0.0009080138,0.6547066,0.00006619472,0.00005082123,0.0002194744,0.002158748,0.0001973481,0.03245248,0.003812753,0.3026491,0.001109502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477447,0.00001810882,0.0002477778,0.006969775,0.0004260359,0.0001378097,0.00002655869,0.00005440648,0.04437488],"genre_scores_gemma":[0.9941288,0.000005240761,0.0004082492,0.003333733,0.00006146534,0.00001242083,0.00001252699,0.000008003145,0.002029547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626252,"threshold_uncertainty_score":0.9987367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104572175420555,"score_gpt":0.2358813322772001,"score_spread":0.2148356105229945,"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."}}