{"id":"W6963655158","doi":"10.23645/epacomptox.19683519","title":"Six decades of Lake Ontario ecological history according to benthos","year":2022,"lang":"en","type":"other","venue":"U.S. Environmental Protection Agency","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benthos; Life history; Aquatic ecosystem; Presentation (obstetrics); Period (music); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003384635,0.0005827528,0.0005918012,0.0007192537,0.0001571785,0.00001096338,0.0004990555,0.0004526498,0.5809063],"category_scores_gemma":[0.00003559846,0.0006459873,0.000310006,0.0001544456,0.0001891498,0.00009340482,0.0006039835,0.0009667319,0.008625583],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009564486,"about_ca_system_score_gemma":0.0001057537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005775001,"about_ca_topic_score_gemma":0.07235685,"domain_scores_codex":[0.9968126,0.0002778786,0.0005740607,0.001013767,0.0008389422,0.000482727],"domain_scores_gemma":[0.9984357,0.00001763353,0.0006821383,0.0006484721,0.000002529875,0.0002135654],"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":[0.0005100836,0.004254043,0.07287949,0.0003079127,0.0007026257,0.0001635288,0.003207931,0.0006243704,0.0920843,0.0000723804,0.8092285,0.01596485],"study_design_scores_gemma":[0.0004202664,0.000476298,0.03242609,0.00003689385,0.00008278044,0.00002024798,0.0001866762,0.000004140414,0.0003104111,0.00001967618,0.965405,0.0006114581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07350453,0.001062344,0.0004328344,0.0000466235,0.002852131,0.009615966,0.001153057,0.001060426,0.9102721],"genre_scores_gemma":[0.1372019,0.00005755502,0.001076937,0.0001330953,0.0002727809,0.001908023,0.0003826906,0.001365861,0.8576012],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5722806,"threshold_uncertainty_score":0.9995992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257138641534197,"score_gpt":0.2162857797838386,"score_spread":0.1905719156304189,"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."}}