{"id":"W4383613957","doi":"10.1101/2023.07.07.547968","title":"Towards establishing a 24-hour, microplate-based, transcriptomics assay for rainbow trout embryos","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Queen's University; U.S. Environmental Protection Agency; Génome Québec; Institut national de la recherche scientifique; Environment and Climate Change Canada; Genome Canada","keywords":"Rainbow trout; Toxicology; Hatching; Chemistry; Biology; Fish <Actinopterygii>; Animal science; Fishery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.003845513,0.001095878,0.000660073,0.001113232,0.000744771,0.001390373,0.001272127,0.001258132,0.001984969],"category_scores_gemma":[0.002195574,0.0008032171,0.000873339,0.0006069185,0.0007898363,0.00112212,0.001302494,0.002107971,0.001999488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009280819,"about_ca_system_score_gemma":0.001304979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002125134,"about_ca_topic_score_gemma":0.008659518,"domain_scores_codex":[0.9968739,0.0008106238,0.0002796399,0.0006529741,0.001236667,0.0001462506],"domain_scores_gemma":[0.9982638,0.0003819684,0.0003254536,0.0001560177,0.000754167,0.0001186338],"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":[0.00003515713,0.00005019518,0.00171256,0.00007311103,0.00000973919,0.00002013207,0.00004880534,0.0002572267,0.995184,0.0001334692,0.000184469,0.002291113],"study_design_scores_gemma":[0.0000168177,0.001085466,0.01712755,0.00007208304,0.00008281892,0.0002368627,0.0002525215,0.007522534,0.963833,0.000484267,0.009217812,0.00006825935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2275796,0.001958407,0.7511999,0.001288307,0.0004655637,0.002495166,0.007108528,0.002524195,0.005380238],"genre_scores_gemma":[0.2054243,0.002108039,0.7693296,0.0008867388,0.0001432321,0.003734378,0.005590398,0.0002646446,0.01251866],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003845513,"threshold_uncertainty_score":0.02033728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448497934584156,"score_gpt":0.25367548391458,"score_spread":0.2191905045687385,"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."}}