{"id":"W4281480717","doi":"10.22541/au.165346210.08721516/v1","title":"Simultaneous Screening of Zebrafish Larvae Cardiac and Respiratory Functions: A Microfluidic Multi-Phenotypic Approach","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Zebrafish; Cadmium chloride; Fish fin; Phenotype; Phenotypic screening; Microfluidics; Biology; Larva; Cadmium; Chemistry; Fish <Actinopterygii>; Nanotechnology; Materials science; Biochemistry; Fishery; Gene; Ecology","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":[0.0003493663,0.0005178576,0.0004909493,0.0005091458,0.0001899908,0.0003160221,0.0006430927,0.0007087725,0.0006180241],"category_scores_gemma":[0.0003149669,0.0003831142,0.0004635571,0.0001220824,0.0002609061,0.000276922,0.0007117999,0.0005190332,0.0002454111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736465,"about_ca_system_score_gemma":0.0003123513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006679244,"about_ca_topic_score_gemma":0.001891743,"domain_scores_codex":[0.9996769,0.00002414797,0.00002146761,0.00009584494,0.0001392594,0.00004232837],"domain_scores_gemma":[0.9997541,0.00005372641,0.00006536313,0.00002501614,0.00006170829,0.00004008747],"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":[0.00001363653,0.00000994918,0.000254017,0.00003987943,0.000004994348,0.00002969954,0.000007321947,0.0001027814,0.9975086,0.00003323242,0.00005264718,0.001943186],"study_design_scores_gemma":[0.00001213472,0.0002826775,0.005522214,0.00001198407,0.0000395505,0.000239128,0.00002102425,0.003649764,0.9879489,0.00005257449,0.002187033,0.00003304726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837681,0.002914854,0.1502283,0.0006120832,0.0001987994,0.0006958816,0.002244286,0.001457826,0.003966882],"genre_scores_gemma":[0.8508154,0.002147516,0.1388139,0.0005768137,0.00003945106,0.001029929,0.001144103,0.00006930701,0.005363546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007087725,"threshold_uncertainty_score":0.002710998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797370588637663,"score_gpt":0.2945493198128498,"score_spread":0.2665756139264732,"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."}}