{"id":"W4385604525","doi":"10.1093/biolinnean/blad059","title":"Are we there yet? Inter- and intraspecific approaches to evaluating phenotypic optima in a range expanding East African fish, <i>Enteromius apleurogramma</i> (Cyprinidae)","year":2023,"lang":"en","type":"article","venue":"Biological Journal of the Linnean Society","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biology; Intraspecific competition; Range (aeronautics); Parapatric speciation; Sympatric speciation; Local adaptation; Cyprinidae; Ecology; Gill; Zoology; Population; Fishery; Fish <Actinopterygii>; Genetic variation; Gene flow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000948123,0.0001858821,0.0002980156,0.0004923402,0.0005515902,0.0006369732,0.0002983666,0.0003612147,0.001378597],"category_scores_gemma":[0.001401905,0.0001201587,0.0001530035,0.0004919535,0.0008031394,0.0007240305,0.0007147068,0.0004207848,0.000143802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076076,"about_ca_system_score_gemma":0.0001493602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002225287,"about_ca_topic_score_gemma":0.008783895,"domain_scores_codex":[0.9997007,0.0001048101,0.00001872047,0.00008614291,0.00004968624,0.00003997343],"domain_scores_gemma":[0.999316,0.0001376553,0.000267739,0.00006745022,0.0001108213,0.0001004031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001887983,0.0001049931,0.837626,0.0001396877,0.0002781225,0.0001253941,0.002533042,0.0004973493,0.1079971,0.0004407092,0.0003051552,0.04976372],"study_design_scores_gemma":[0.000001277663,0.0001244681,0.9956649,0.00002183625,0.00002073374,0.00004970384,0.001993065,0.0002725005,0.0009781725,0.0002390684,0.000625219,0.000008976772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998642,0.0002613737,0.000481479,0.0001152261,0.000005350738,0.000004035934,0.00005665415,0.000004854945,0.0004290542],"genre_scores_gemma":[0.9985074,0.0001416197,0.0009912202,0.00008617518,0.000005664308,0.00001331875,0.00005116732,0.000004773193,0.0001984913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002225287,"threshold_uncertainty_score":0.005014181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2057266663616791,"score_gpt":0.2828886983628232,"score_spread":0.07716203200114408,"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."}}