{"id":"W4285094929","doi":"10.1002/lob.10505","title":"Bridging Gaps in Aquatic Sciences: A Conscious Effort Toward Unbiased Scientific Presentations Through Amplifying Voices","year":2022,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Library science; Ecology; Environmental ethics; Biology; Philosophy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2207188,0.001793053,0.002641722,0.005970486,0.01718405,0.03153345,0.006759803,0.02245059,0.01058437],"category_scores_gemma":[0.4592736,0.001422792,0.001506973,0.002162148,0.01989423,0.03049638,0.04709052,0.04019787,0.004509065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005661798,"about_ca_system_score_gemma":0.0313431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000739986,"about_ca_topic_score_gemma":0.001068625,"domain_scores_codex":[0.7586988,0.1687868,0.01089132,0.00977349,0.04420865,0.00764089],"domain_scores_gemma":[0.4534848,0.3556177,0.03252842,0.03184885,0.07851596,0.04800427],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003529499,0.0005780602,0.005416937,0.002308987,0.0004020703,0.00135187,0.1392588,0.001072738,0.00881292,0.1558126,0.3728737,0.3117583],"study_design_scores_gemma":[0.0001332091,0.0002047381,0.002004085,0.00225079,0.0001735374,0.0008614768,0.05958035,0.001591602,0.002059681,0.2717199,0.6591263,0.0002942337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008068724,0.006679295,0.03240296,0.9150679,0.02255831,0.0004255511,0.00005698204,0.0005516396,0.01418861],"genre_scores_gemma":[0.3894139,0.009428813,0.08268119,0.4386837,0.05236653,0.002359431,0.0002116987,0.001460147,0.02339471],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7792812,"threshold_uncertainty_score":0.9609925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249049337781684,"score_gpt":0.2406756122208314,"score_spread":0.2181851188430146,"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."}}