{"id":"W4391246456","doi":"10.1101/2024.01.23.576873","title":"Fundamental constraints on the evolution of vertebrate life histories","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Directorate for Biological Sciences","keywords":"Vertebrate; Diversification (marketing strategy); Biology; Context (archaeology); Ecology; Life history; Evolutionary biology; Life history theory; Predation; Lineage (genetic); Evolutionary ecology","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":[0.001366314,0.0003184076,0.0005544926,0.0009985584,0.000730972,0.001616388,0.0005624415,0.0008168615,0.004663411],"category_scores_gemma":[0.005579372,0.0003013254,0.0003084669,0.0006576248,0.001277287,0.001252036,0.001109574,0.0008579183,0.0004625529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006926684,"about_ca_system_score_gemma":0.0003213676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686408,"about_ca_topic_score_gemma":0.002115994,"domain_scores_codex":[0.9990755,0.000299092,0.00007296715,0.0002790581,0.0001760624,0.0000972561],"domain_scores_gemma":[0.9965885,0.001918749,0.0006453807,0.0003146141,0.0002322513,0.0003005756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001120044,0.0002278566,0.436489,0.001292884,0.0007922663,0.001398659,0.003239484,0.0462746,0.208837,0.1907747,0.002880726,0.1066728],"study_design_scores_gemma":[0.00004279397,0.0002419321,0.827976,0.000254079,0.0001191085,0.00101232,0.001192449,0.02396898,0.007545636,0.1281963,0.009324853,0.0001254928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719368,0.00233524,0.007894995,0.0007574718,0.00002187111,0.00001101924,0.0008741947,0.00004780275,0.01612059],"genre_scores_gemma":[0.9972824,0.0005134277,0.00144778,0.0000787324,0.00002899186,0.00001181229,0.0003229204,0.00002449657,0.0002894789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004663411,"threshold_uncertainty_score":0.01560068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119638106290258,"score_gpt":0.1935111125922778,"score_spread":0.1823147315293752,"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."}}