{"id":"W2897595764","doi":"10.1002/ecs2.2460","title":"Spatial distribution of life‐history traits and their response to environmental gradients across multiple marine taxa","year":2018,"lang":"en","type":"article","venue":"Ecosphere","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Villum Fonden","keywords":"Ecology; Taxon; Spatial distribution; Geography; Biology; Life history theory; Distribution (mathematics); Environmental change; Life history; Climate change","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":[0.0005116167,0.0001644954,0.0003054066,0.0009709437,0.0002726738,0.0005358063,0.0002332804,0.0002670776,0.001091788],"category_scores_gemma":[0.001411909,0.0001783684,0.0003260405,0.0009509592,0.0003277967,0.0003496452,0.0006450185,0.0002688399,0.0001422717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646165,"about_ca_system_score_gemma":0.00008534292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002793862,"about_ca_topic_score_gemma":0.005081375,"domain_scores_codex":[0.9996073,0.0001007672,0.00003183646,0.0001698013,0.00004649057,0.00004394671],"domain_scores_gemma":[0.9985517,0.000484737,0.0004978021,0.000172802,0.0001782302,0.0001148288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005362813,0.00001233071,0.9901537,0.00001701498,0.0002202006,0.00002900325,0.0001471157,0.0004568052,0.005975734,0.00004010598,0.0000394955,0.002854951],"study_design_scores_gemma":[5.70544e-7,0.000009397801,0.9992482,0.000001734603,0.000008714411,0.00001987658,0.0001084314,0.0004537702,0.00008145054,0.00002913296,0.00003695159,0.00000176993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993972,0.00006468025,0.0002568031,0.000007976854,0.000001112061,0.000001139786,0.0001478018,0.000003534425,0.0001198217],"genre_scores_gemma":[0.9996717,0.00001560862,0.0001272746,0.000003536064,0.000001092821,0.000002277383,0.0001368426,0.00000155403,0.00004015785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002793862,"threshold_uncertainty_score":0.005555153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212105363697993,"score_gpt":0.2067516938837489,"score_spread":0.1946306402467689,"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."}}