{"id":"W3035469909","doi":"10.1038/s41559-020-1227-1","title":"Don’t stressor the small stuff","year":2020,"lang":"en","type":"letter","venue":"Nature Ecology & Evolution","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"Queen's University Belfast; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Government of Canada","keywords":"Stressor; Multitude; Context (archaeology); Subject (documents); Psychology; Geography; Computer science; Epistemology; Clinical psychology; Archaeology; Philosophy; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0002444384,0.0003796124,0.0003785015,0.00004528908,0.0005233557,0.00002220743,0.0008786862,0.00388634,0.01612572],"category_scores_gemma":[0.0001773461,0.000269757,0.0001686018,0.0002493917,0.0007083763,0.00009440462,0.0003968579,0.007235965,0.009643003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007680662,"about_ca_system_score_gemma":0.00008315846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008290427,"about_ca_topic_score_gemma":0.002625041,"domain_scores_codex":[0.9975154,0.0004719866,0.000323258,0.0007292336,0.0003171455,0.0006430036],"domain_scores_gemma":[0.9988637,0.0002844337,0.0002875049,0.0004847185,0.0000200083,0.00005965945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001167267,0.00004874449,0.03496914,0.000008680209,0.00003287654,0.0001766015,0.00006808458,0.00001884836,0.00005855351,0.00005314684,0.9643609,0.0001927519],"study_design_scores_gemma":[0.0003585741,0.0001936284,0.1698429,0.00000734633,0.0002718391,0.00004511788,0.00003994328,0.0003354293,0.00004609183,0.002171742,0.8263158,0.0003715864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04043609,0.0002263392,0.00008725875,0.9501975,0.004534977,0.0009114138,0.00004106769,0.0001391011,0.003426216],"genre_scores_gemma":[0.2021098,0.00001729718,0.000224531,0.7849748,0.002479191,0.0001574359,0.00032065,0.00004632479,0.009670002],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1652228,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009095802687038006,"score_gpt":0.2133571004600466,"score_spread":0.2042612977730086,"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."}}