{"id":"W3003544699","doi":"10.1038/s41559-019-1091-z","title":"Ecological variables for developing a global deep-ocean monitoring and conservation strategy","year":2020,"lang":"en","type":"review","venue":"Nature Ecology & Evolution","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":282,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Ecology; Environmental resource management; Environmental science; Geography; Biology","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006899983,0.0003423189,0.00099886,0.000107354,0.0004594648,0.00004226127,0.000298749,0.002765301,0.0001932147],"category_scores_gemma":[0.0008255019,0.0002770793,0.0001407176,0.0003521681,0.000209736,0.0001285123,0.0000662832,0.001084255,0.00006599162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001513805,"about_ca_system_score_gemma":0.000827683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000696041,"about_ca_topic_score_gemma":0.002219722,"domain_scores_codex":[0.9977395,0.0004413707,0.0004541255,0.0006820067,0.0001033498,0.0005796741],"domain_scores_gemma":[0.9982094,0.00116649,0.0002584227,0.0001208356,0.0001175277,0.0001272849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008463035,0.00002265901,0.6814136,0.002201781,0.0002617015,0.00002638316,0.000006834685,0.00002033375,5.24654e-8,0.003740382,0.001411718,0.3108099],"study_design_scores_gemma":[0.000262098,0.0003671927,0.6186757,0.0001615558,0.0002384575,0.0001574203,0.00001960179,0.0009423764,6.575194e-8,0.004364547,0.3745084,0.0003025576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002820683,0.9933491,0.0001543472,0.0005362146,0.001409765,0.001182231,0.0001306711,0.00008377353,0.0003331756],"genre_scores_gemma":[0.02543418,0.9705425,0.001729134,0.0001306806,0.000774501,0.00004136173,0.001269432,0.000008021842,0.00007020512],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3730967,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413979761420826,"score_gpt":0.3248206257285178,"score_spread":0.2834226495864353,"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."}}