{"id":"W4381233033","doi":"10.1007/978-3-031-33410-8","title":"Robotic Micromanipulation of Zebrafish Larva","year":2023,"lang":"en","type":"book","venue":"Synthesis lectures on biomedical engineering","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Natural Science Foundation of Heilongjiang Province; University of Toronto; Harbin Institute of Technology; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Zebrafish; Larva; Biology; Computer science; Ecology","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":[0.00009535034,0.0005905784,0.0003232417,0.000246916,0.0002199236,0.0002508398,0.000551835,0.0002916215,0.0145827],"category_scores_gemma":[0.00007276873,0.0003009593,0.0003307065,0.0001657443,0.0002411245,0.0002930458,0.0004952378,0.0004466084,0.004324694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003605265,"about_ca_system_score_gemma":0.0002286374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001104166,"about_ca_topic_score_gemma":0.002888648,"domain_scores_codex":[0.9999303,0.000002315445,0.000001523823,0.00001671513,0.00003944387,0.000009746568],"domain_scores_gemma":[0.9999787,0.000008499808,0.000002236346,0.000003486419,0.0000032616,0.000003815318],"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":[0.00005550137,0.00001869141,0.00006766395,0.0001735602,0.00001042688,0.0001519378,0.00004043672,0.001434479,0.849063,0.006199044,0.0133646,0.1294207],"study_design_scores_gemma":[0.00003132325,0.0002953629,0.0042153,0.0001104643,0.00003243622,0.001040092,0.00003735573,0.007732787,0.5074545,0.004064458,0.4749427,0.00004322477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07820035,0.03242398,0.3710244,0.001584122,0.002824944,0.0003277818,0.001833346,0.006696688,0.5050843],"genre_scores_gemma":[0.1319498,0.01400614,0.07990918,0.0004922317,0.0002990129,0.000281846,0.0009895086,0.0005092638,0.771563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0145827,"threshold_uncertainty_score":0.04878396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191722478471996,"score_gpt":0.2485796967719814,"score_spread":0.2366624719872615,"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."}}