{"id":"W1896820448","doi":"10.1002/0471140856.tx0105s15","title":"The Use of Fish‐Derived Cell Lines for Investigation of Environmental Contaminants","year":2003,"lang":"en","type":"article","venue":"Current Protocols in Toxicology","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Waterloo","funders":"","keywords":"Neutral red; Viability assay; Toxicity; Fish <Actinopterygii>; Membrane integrity; In vitro; In vitro toxicology; Cell culture; Chemistry; Cell; Cell biology; Biochemistry; Biology; Membrane; Cytotoxicity; Fishery","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":[],"consensus_categories":[],"category_scores_codex":[0.0005770313,0.0002085815,0.0003568095,0.00005888831,0.0001690921,0.000009510204,0.00031918,0.0002389884,0.0005378316],"category_scores_gemma":[0.0002423738,0.0001726462,0.00009689498,0.0001587131,0.001454021,0.0001919783,0.0001600898,0.0002135502,0.00001932093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719119,"about_ca_system_score_gemma":0.00002681834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004566409,"about_ca_topic_score_gemma":0.0002287649,"domain_scores_codex":[0.9978657,0.0004212713,0.0007373348,0.0003831395,0.000153666,0.0004388779],"domain_scores_gemma":[0.9983647,0.0007377983,0.0004752175,0.0003391019,0.000004881205,0.00007829254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002636303,0.0009642502,0.3743936,0.00009165891,0.00001229892,0.000001580199,0.00028777,0.0005580318,0.6155983,0.0003588399,0.001497567,0.00597243],"study_design_scores_gemma":[0.002199507,0.001159016,0.1746043,0.00003458785,0.00001634965,0.000005840035,0.00008623156,0.0002467962,0.7293117,0.001343982,0.09076097,0.0002306856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719149,0.00003718375,0.0001697184,0.00008460762,0.0002517724,0.0272712,0.00005373624,0.000008551151,0.0002083378],"genre_scores_gemma":[0.9567039,0.00008302273,0.001411011,0.0001976513,0.00001607014,0.04122293,0.00001527078,0.00002333904,0.0003267836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1997893,"threshold_uncertainty_score":0.7040308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0744669145233053,"score_gpt":0.3055997718577146,"score_spread":0.2311328573344093,"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."}}