{"id":"W2942688963","doi":"10.1093/bfgp/elz006","title":"Microfluidic devices for embryonic and larval zebrafish studies","year":2019,"lang":"en","type":"review","venue":"Briefings in Functional Genomics","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Zebrafish; Danio; Biology; Model organism; Microfluidics; Embryonic stem cell; Organism; Neuroscience; Optical transparency; Computational biology; Nanotechnology; Genetics; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008069255,0.001283796,0.001072539,0.002996133,0.000328319,0.0008964997,0.001019372,0.001102014,0.008729311],"category_scores_gemma":[0.0007986039,0.0004427196,0.0006904108,0.002048255,0.0006741979,0.001402901,0.0009597889,0.002123708,0.005607829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007652609,"about_ca_system_score_gemma":0.001255162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009567086,"about_ca_topic_score_gemma":0.001693343,"domain_scores_codex":[0.9995965,0.00004515298,0.00005366735,0.00007748134,0.0001948202,0.0000323827],"domain_scores_gemma":[0.9996737,0.0001442834,0.00004617322,0.00001608751,0.00008923272,0.00003050708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004155817,0.00005266729,0.0001307926,0.01192538,0.00004042865,0.0002512582,0.00006567245,0.0003847876,0.0140777,0.01257771,0.06557073,0.8948814],"study_design_scores_gemma":[0.000004857941,0.00004160319,0.0002672621,0.0008973067,0.00002556312,0.0003881229,0.00001592132,0.00007655326,0.001629573,0.00103235,0.9956056,0.00001514539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002096738,0.9876326,0.002866672,0.0005458064,0.002055038,0.00004242042,0.0001260674,0.00007339007,0.006448374],"genre_scores_gemma":[0.001205155,0.989151,0.002657257,0.000438814,0.0006431235,0.00006578666,0.0001657006,0.00001374714,0.005659333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008729311,"threshold_uncertainty_score":0.02920246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08486538312966597,"score_gpt":0.3629395000293325,"score_spread":0.2780741168996665,"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."}}