{"id":"W6944915319","doi":"10.21233/h7jh-sp94","title":"Lake Ontario/Athol Bay ostracode surface sample dataset","year":2018,"lang":"en","type":"dataset","venue":"Neotoma Paleoecological Database","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paleoecology; Bay; Sample (material); Biogeosciences; Hydrology (agriculture)","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.00275963,0.002691801,0.00269676,0.0004875897,0.0009263481,0.0006239884,0.005404953,0.002399811,0.1704559],"category_scores_gemma":[0.004777232,0.002344542,0.0005765591,0.001015659,0.001818246,0.001051394,0.004160221,0.004535501,0.1047642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029944,"about_ca_system_score_gemma":0.001492325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02059604,"about_ca_topic_score_gemma":0.9469351,"domain_scores_codex":[0.9860456,0.001478007,0.00226665,0.004533119,0.002414575,0.003262073],"domain_scores_gemma":[0.9846513,0.003235476,0.001501878,0.008429338,0.0004149956,0.001766985],"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":[0.0009568448,0.001995006,0.003668759,0.0002486408,0.0002661749,0.004436367,0.00001700083,0.00001704041,0.0001258607,0.000008071848,0.9882215,0.00003878948],"study_design_scores_gemma":[0.002115064,0.001089765,0.01340485,0.0001843092,0.000827422,0.000317786,0.0000144497,0.0000212678,0.00005465063,0.00006186475,0.9791749,0.002733677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01052361,0.00008663104,0.00002703972,0.00006861312,0.001846246,0.003092222,0.9834568,0.0007164025,0.0001824691],"genre_scores_gemma":[0.00004918908,0.0001344604,0.007951424,0.001747578,0.001209581,0.0004235095,0.9878721,0.000250883,0.0003613349],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.926339,"threshold_uncertainty_score":0.9999763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04239073029346103,"score_gpt":0.3058067063964637,"score_spread":0.2634159761030027,"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."}}