{"id":"W2150876017","doi":"","title":"The biological and statistical significance of life-history invariants in walleye (Sander vitreus)","year":2006,"lang":"en","type":"article","venue":"Evolutionary ecology research","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Life history; Trait; Demography; Statistics; Life history theory; Sample size determination; Invariant (physics); Zoology; Mathematics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001336689,0.00007105221,0.0001385696,0.00005929781,0.000325741,0.000002696609,0.0002059189,0.0001048891,0.002457636],"category_scores_gemma":[0.0004547652,0.00005204996,0.00001281007,0.0001497922,0.003884144,0.00005913182,0.0005234944,0.0002635669,0.0001719632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000342826,"about_ca_system_score_gemma":0.00005047808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004811433,"about_ca_topic_score_gemma":0.008541293,"domain_scores_codex":[0.9983578,0.0005504433,0.0002203315,0.0002804494,0.0001863391,0.0004046733],"domain_scores_gemma":[0.9981556,0.00161798,0.00003708766,0.0001314019,0.0000169641,0.00004096838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006243508,0.000133918,0.7686228,0.000003351892,0.000008446123,0.00001410229,0.00002964827,0.00008486397,0.0000816851,0.007516316,0.2233292,0.0001131992],"study_design_scores_gemma":[0.0002620566,0.0001429273,0.9631687,0.000001132235,0.000001584394,0.000001564928,0.0001497471,0.0003873018,0.000001715703,0.01749475,0.0183361,0.00005239259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401377,0.0008792505,0.0002321629,0.005644617,0.00018889,0.0005988643,0.000009484523,0.00001389337,0.05229507],"genre_scores_gemma":[0.9969164,0.0003255067,0.0002232243,0.0001117793,0.00001970799,0.0001050864,0.000005182867,0.000003413256,0.002289667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2049931,"threshold_uncertainty_score":0.9988267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0428168714751536,"score_gpt":0.281245199506625,"score_spread":0.2384283280314713,"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."}}