{"id":"W2144652393","doi":"10.1109/tnb.2006.875054","title":"Mechanical Analysis of Chorion Softening in Prehatching Stages of Zebrafish Embryos","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on NanoBioscience","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Blastula; Softening; Pronase; Embryo; Embryogenesis; Anatomy; Biophysics; Biology; Materials science; Cell biology; Chemistry; Gastrulation; Composite material; Biochemistry; Trypsin","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":[0.0003746212,0.00009352955,0.000189295,0.0004080179,0.00006478195,0.00001056998,0.0003106905,0.0001054538,0.00002989987],"category_scores_gemma":[0.00004408442,0.00008965946,0.000140921,0.001671995,0.0002382595,0.00001067476,0.000005600873,0.0001110557,0.000001553406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002587376,"about_ca_system_score_gemma":0.0001062392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003232195,"about_ca_topic_score_gemma":0.0005960952,"domain_scores_codex":[0.9986737,0.00005636795,0.0003410144,0.0003462631,0.0003547969,0.000227885],"domain_scores_gemma":[0.9993681,0.00006613546,0.00009905548,0.000315314,0.00008412654,0.00006730617],"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":[0.00002788917,0.0002677845,0.0003745733,0.000009819109,0.0000332494,4.431273e-7,0.00001352714,0.003216744,0.993781,0.00009178521,0.00002185609,0.00216136],"study_design_scores_gemma":[0.000237974,0.0001815498,0.007414789,0.00001919549,0.00004851094,7.010324e-7,0.00002918771,0.002173002,0.9895806,0.00006645368,0.0001591371,0.00008884932],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7144696,0.0000184281,0.2850973,0.00007963124,0.00003901164,0.0001375922,0.00006771048,0.000007021049,0.00008366792],"genre_scores_gemma":[0.9983099,0.00003681252,0.001434271,0.00002854967,0.00001131259,0.0000332715,0.00001342044,0.000006843139,0.0001256514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2838402,"threshold_uncertainty_score":0.3656207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009780338591933255,"score_gpt":0.2777657536934697,"score_spread":0.2679854151015365,"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."}}