{"id":"W4235257361","doi":"10.4194/1303-2712-v19_7_08","title":"","year":2018,"lang":"en","type":"article","venue":"Turkish Journal of Fisheries and Aquatic Sciences","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; International Development Research Centre","keywords":"Daphnia magna; Daphnia pulex; Biology; Pulex; Acute toxicity; Toxicity; Bioindicator; Branchiopoda; Cladocera; Organism; Zoology; Toxicology; Daphnia; Environmental chemistry; Ecology; Chemistry; Crustacean","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001934133,0.0001897155,0.000348206,0.00008390885,0.001158852,0.0001461321,0.0005940744,0.0001017289,0.001617666],"category_scores_gemma":[0.0002929218,0.0001366872,0.00007444177,0.0005167859,0.009760896,0.001366567,0.0002922087,0.0001983326,0.00002280024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005932073,"about_ca_system_score_gemma":0.00002307218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005800386,"about_ca_topic_score_gemma":0.0002704433,"domain_scores_codex":[0.9979218,0.0001576268,0.0006248801,0.0003131301,0.0004979962,0.0004846215],"domain_scores_gemma":[0.9988075,0.0002911766,0.0005206111,0.0001255491,0.000006724998,0.0002484137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001294469,0.0001581716,0.9523336,0.000003401072,0.00002468872,0.00004410797,0.002561313,0.00003624846,0.0217282,0.0000759406,0.003381467,0.01952346],"study_design_scores_gemma":[0.001654921,0.01331447,0.9060487,0.00005566924,0.00007772886,0.00256506,0.00634288,0.001748068,0.03116225,0.0226274,0.01384913,0.0005537446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909167,0.0001276116,0.0002878901,0.003667421,0.0004123512,0.00009733211,4.978588e-7,0.000007520406,0.004482631],"genre_scores_gemma":[0.9890484,0.0001452286,0.008292172,0.002130776,0.0001831222,0.000002687755,1.243778e-7,0.000005973581,0.0001915329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04628489,"threshold_uncertainty_score":0.999295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747303840278363,"score_gpt":0.2417357415098007,"score_spread":0.224262703107017,"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."}}