{"id":"W4410213503","doi":"10.1242/dev.204890","title":"In preprints: expanded insight into epithelial spreading during zebrafish epiboly","year":2025,"lang":"en","type":"article","venue":"Development","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Epiboly; Zebrafish; Cell biology; Computational biology; Genetics; Gastrulation; Gene; Embryogenesis","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":[0.0009902362,0.0009164058,0.000794635,0.002387268,0.00120805,0.003140157,0.001209526,0.002118107,0.1742332],"category_scores_gemma":[0.003637001,0.0005411671,0.0007966252,0.0012995,0.0009181603,0.002511048,0.002156918,0.001648775,0.07696165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399906,"about_ca_system_score_gemma":0.001438956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003818965,"about_ca_topic_score_gemma":0.004552298,"domain_scores_codex":[0.998675,0.00009825695,0.00005589506,0.0002343065,0.0008344706,0.0001020101],"domain_scores_gemma":[0.9989711,0.0001202156,0.0001281131,0.000194867,0.0004057397,0.0001799038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008558975,0.0001278364,0.005077633,0.002275566,0.0001858944,0.001869834,0.0007953278,0.003308487,0.1079267,0.02570112,0.7210801,0.1307956],"study_design_scores_gemma":[0.0001142881,0.0001024796,0.01402831,0.0004234267,0.00008487662,0.001073624,0.0002813875,0.006930898,0.01494756,0.01288285,0.9490262,0.0001040047],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06356072,0.02536486,0.1241018,0.04927168,0.07113291,0.0005241011,0.2220462,0.05411936,0.3898785],"genre_scores_gemma":[0.2429678,0.01936916,0.0581628,0.004558192,0.01493146,0.0004269535,0.1603538,0.02213059,0.4770992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1742332,"threshold_uncertainty_score":0.5828681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008721243940008389,"score_gpt":0.2894876688971403,"score_spread":0.2807664249571319,"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."}}