{"id":"W2773414646","doi":"10.1038/s41559-017-0445-7","title":"The future of ecology is collaborative, inclusive and deconstructs biases","year":2017,"lang":"en","type":"letter","venue":"Nature Ecology & Evolution","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Ecology; Data science; Biology; Computer science","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002307799,0.0002690911,0.0003427484,0.0001008826,0.0008251026,0.00003632002,0.000595434,0.002216097,0.001423398],"category_scores_gemma":[0.0002289011,0.0001984151,0.00006863771,0.0001742242,0.00160286,0.0001595728,0.0006520858,0.001638705,0.0002592731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003138241,"about_ca_system_score_gemma":0.00008721172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000915613,"about_ca_topic_score_gemma":0.003876075,"domain_scores_codex":[0.998481,0.0002047911,0.000246547,0.0004359497,0.0002154975,0.0004162588],"domain_scores_gemma":[0.9984279,0.0004066571,0.0005863353,0.0004902501,0.00005078688,0.00003811256],"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":[0.00001923382,0.000008924649,0.03691603,0.00001752829,0.00006075873,0.00002915393,0.00009287576,0.000004670856,0.000007453074,0.0005739206,0.9611955,0.001073899],"study_design_scores_gemma":[0.0002398502,0.0001112663,0.1974765,0.000009656355,0.00006819627,0.00002521979,0.00002252655,0.00004709259,0.000008308266,0.002286872,0.7995495,0.0001549758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1607625,0.003854181,6.506735e-7,0.8026012,0.004358694,0.0009972081,0.0002248505,0.00003671581,0.027164],"genre_scores_gemma":[0.6335428,0.002557507,0.0004258631,0.3235488,0.006660982,0.0001412313,0.0003732692,0.00007195182,0.03267765],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4790525,"threshold_uncertainty_score":0.9994894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003637832842789534,"score_gpt":0.2471607247040063,"score_spread":0.2435228918612167,"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."}}