{"id":"W4307567147","doi":"10.1038/s41598-022-22872-z","title":"Characterizing phenotypic diversity in marine populations of the threespine stickleback","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Morphological variations and asymmetry","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gasterosteus; Stickleback; Habitat; Biology; Ecology; Marine habitats; Fish migration; Sexual dimorphism; Zoology; Fishery; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00115113,0.00005659035,0.000122628,0.00008978828,0.000675533,0.00002280774,0.000175871,0.00001739868,0.001367704],"category_scores_gemma":[0.0003213239,0.0000416073,0.00006559732,0.0007352838,0.00006832338,0.00005404778,0.001341625,0.0001291941,0.000001561571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005321232,"about_ca_system_score_gemma":0.00003267717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007825916,"about_ca_topic_score_gemma":0.0000541376,"domain_scores_codex":[0.9988486,0.00007210509,0.000350309,0.0002379455,0.0003658425,0.0001252305],"domain_scores_gemma":[0.9990442,0.00003962239,0.0003101696,0.0005412488,0.00004187472,0.00002281622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007973727,0.0006062224,0.913074,0.0000389377,0.00001349505,0.0000847198,0.0007406886,0.0002655053,0.01469102,0.06439333,0.005062609,0.001021483],"study_design_scores_gemma":[0.0001285748,0.00001562591,0.6499588,0.00001163913,0.00002132544,0.00004060089,0.0001903046,0.0002386159,0.0009001396,0.3461277,0.002265193,0.0001015125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950848,0.000005117377,0.0002898764,0.0002518148,0.002219229,0.0002121917,0.000007409844,0.00001613584,0.001913394],"genre_scores_gemma":[0.9951081,1.191552e-7,0.00303868,0.00002431544,0.00001316295,0.000009548958,0.00001851893,0.000003982898,0.00178355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2817343,"threshold_uncertainty_score":0.9995452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07843690492463538,"score_gpt":0.2867900766961994,"score_spread":0.208353171771564,"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."}}