{"id":"W4405393328","doi":"10.1139/cjz-2024-0091","title":"Life history traits of marine Diptera in the Nearctic Pacific","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Zoology","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Biology; Nearctic ecozone; Ecology; Life history; Zoology; Pacific ocean; Taxonomy (biology); Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00009254459,0.0001827846,0.0001088286,0.0007835781,0.000503539,0.0003138046,0.0001352962,0.00009928661,0.001009578],"category_scores_gemma":[0.0003904162,0.0001290354,0.00006740237,0.0006684356,0.0002078181,0.0001446067,0.0002136462,0.0001436457,0.000116375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007665196,"about_ca_system_score_gemma":0.0003434776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3075145,"about_ca_topic_score_gemma":0.6582134,"domain_scores_codex":[0.9999366,0.000005382389,0.000004437887,0.00001369297,0.0000191049,0.00002083994],"domain_scores_gemma":[0.9997812,0.00002193322,0.00006746058,0.000008344999,0.00005550606,0.00006550892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003416902,0.0000118365,0.9905542,0.00001639613,0.00001244942,0.00009944299,0.0004994801,0.00002595625,0.002010643,0.00001090739,0.0001081645,0.006616392],"study_design_scores_gemma":[4.79602e-7,0.00001042583,0.999532,0.000002553891,0.000002061106,0.00005584729,0.0002150235,0.00001620416,0.00002271654,0.000001769143,0.0001399941,8.418241e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991116,0.0001603632,0.0000191356,0.000006211411,0.000001105948,0.000004350056,0.0001675416,0.000001121063,0.0005285559],"genre_scores_gemma":[0.9990702,0.0001976433,0.00008197422,0.0000135962,0.000001145528,0.000004896373,0.0002686291,6.5327e-7,0.0003612801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3075145,"threshold_uncertainty_score":0.6114491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444248625386909,"score_gpt":0.2115792688462417,"score_spread":0.1871367825923726,"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."}}