{"id":"W2786355074","doi":"10.3897/zookeys.731.19854","title":"Amphipod family distributions around Iceland","year":2018,"lang":"en","type":"article","venue":"ZooKeys","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"Volkswagen Foundation; European Commission","keywords":"Benthic zone; Amphipoda; Fauna; Taxon; Invertebrate; Ecology; Arctic; Geography; Crustacean; Abundance (ecology); Biology; Icelandic; Taxonomy (biology); Oceanography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000228083,0.00006705397,0.00008432235,0.00003697783,0.0003450255,0.00002466394,0.0001697734,0.00009258869,0.01316534],"category_scores_gemma":[0.00005828808,0.00005174457,0.00002751427,0.0001164441,0.0003387785,0.0000719499,0.00001803072,0.0001240871,0.01113368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002716797,"about_ca_system_score_gemma":0.00004095658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422949,"about_ca_topic_score_gemma":0.01090755,"domain_scores_codex":[0.9992943,0.0000640269,0.0000922359,0.00017079,0.00007370315,0.0003048992],"domain_scores_gemma":[0.9995949,0.0001077418,0.00001968177,0.0001448513,0.00003773593,0.00009507495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002270574,0.000008603287,0.9927731,0.00000177069,0.00001114868,0.00001302307,0.0000164924,0.000001899397,0.000005275855,0.0002160286,0.003995929,0.002934088],"study_design_scores_gemma":[0.0001268839,0.0001780103,0.9677078,0.000001304193,0.000004367618,0.00000795323,0.00003150902,0.000702134,0.00002497533,0.001636588,0.02950938,0.00006909887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8621846,0.00009822752,0.00010083,0.0003400976,0.0003450037,0.00006395092,0.00002542927,0.00003286908,0.136809],"genre_scores_gemma":[0.9954592,0.00001882827,0.00008371436,0.0002426834,0.0003775514,0.00000108992,0.000202764,0.000001048272,0.003613119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1332746,"threshold_uncertainty_score":0.9896362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471698490976789,"score_gpt":0.2532596476470949,"score_spread":0.228542662737327,"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."}}