{"id":"W2166504916","doi":"10.1111/mec.12695","title":"The shape of things to come in the study of the origin of species?","year":2014,"lang":"en","type":"letter","venue":"Molecular Ecology","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bone and Joint Health Institute; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Biology; Sympatric speciation; Reproductive isolation; Genetic algorithm; Ecological speciation; Evolutionary biology; Gene flow; Natural selection; Incipient speciation; Sympatry; Parapatric speciation; Allopatric speciation; Adaptation (eye); Genetic architecture; Genetics; Selection (genetic algorithm); Gene; Quantitative trait locus; Genetic variation; Population","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001117167,0.000165172,0.0005400871,0.00008900484,0.00006249198,0.000009966538,0.001271441,0.0003119585,0.0001302291],"category_scores_gemma":[0.0008389648,0.00007468269,0.0001563152,0.0003465771,0.0001434809,0.000008908683,0.0002672107,0.0007358083,0.000005538727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000261248,"about_ca_system_score_gemma":0.00003355915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006313785,"about_ca_topic_score_gemma":0.00007313666,"domain_scores_codex":[0.9976305,0.0009694365,0.0006304018,0.000204361,0.0003429047,0.0002223846],"domain_scores_gemma":[0.9964179,0.001982906,0.0005499636,0.0009412524,0.00009707041,0.0000109104],"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":[0.00003692431,0.001592926,0.01208354,0.0003530182,0.0004548243,0.0001901107,0.003515096,0.00005014945,0.002170743,0.1379827,0.8413463,0.0002236119],"study_design_scores_gemma":[0.002806995,0.003727066,0.1343145,0.0001943989,0.0007952025,0.00005848346,0.002771858,0.0003549225,0.001558885,0.100533,0.7520653,0.000819382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7977458,0.00002594225,0.0008110554,0.1951192,0.000302632,0.001800305,0.00001373168,0.000007830647,0.004173537],"genre_scores_gemma":[0.8740734,0.00000270788,0.0006244212,0.1246654,0.00009553656,0.00008320942,0.000004546418,0.00002322532,0.0004275563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1222309,"threshold_uncertainty_score":0.3196762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369839643142898,"score_gpt":0.2908017324893144,"score_spread":0.2538177681750246,"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."}}