{"id":"W4403896030","doi":"10.1242/jcs.262322","title":"The crucial role of bioimage analysts in scientific research and publication","year":2024,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Genetics; National Institute of Biomedical Imaging and Bioengineering; National Human Genome Research Institute; Agencia Estatal de Investigación; Wellcome Trust; Cancer Research UK; Biotechnology and Biological Sciences Research Council; Engineering and Physical Sciences Research Council; Directorate for Biological Sciences; National Institutes of Health; Biocenter Finland; Science for Life Laboratory; European Regional Development Fund; Universität Zürich; Bundesministerium für Bildung und Forschung; Company of Biologists; University of Leeds; Academy of Finland; University of Edinburgh; Silicon Valley Community Foundation; Helsingin Yliopisto; European Commission; National Institute of General Medical Sciences; Francis Crick Institute; Ministerio de Ciencia, Innovación y Universidades; Medical Research Council; Chan Zuckerberg Initiative; National Cancer Institute; HORIZON EUROPE Framework Programme; Agence Nationale de la Recherche","keywords":"Categorization; Perspective (graphical); Value (mathematics); Data science; Quality (philosophy); Knowledge management; Action (physics); Biology; Engineering ethics; Computer science; Artificial intelligence; Epistemology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005543319,0.00003547404,0.00006343902,0.0004428567,0.0001377685,0.0003743628,0.0004275632,0.00002618059,0.000003389397],"category_scores_gemma":[0.0003364363,0.00002313719,0.00003761977,0.001369746,0.0009870385,0.00002976126,0.0001381669,0.000119717,9.616664e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002114015,"about_ca_system_score_gemma":0.0003142696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001128792,"about_ca_topic_score_gemma":0.00004054947,"domain_scores_codex":[0.9989809,0.00005045073,0.0002384778,0.0001663199,0.0004210093,0.0001428782],"domain_scores_gemma":[0.9989606,0.0000331757,0.00008874689,0.0001970684,0.0006736213,0.00004680117],"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":[0.000006732628,0.00001996668,0.0004941458,0.000004627501,0.000002542509,0.000001626982,0.00005806993,0.000001101012,0.9919047,0.00007797511,0.001069746,0.006358714],"study_design_scores_gemma":[0.00003468032,0.00009586151,0.001335113,0.00001402378,0.000004025521,0.000008559418,0.0001331204,0.0005540456,0.9812247,0.0008090761,0.01576078,0.0000259744],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921466,0.003914927,0.0001901423,0.0002932609,0.0000335469,0.00004509991,3.917032e-7,0.000001472828,0.003374576],"genre_scores_gemma":[0.998556,0.0003901377,0.0004385053,0.000004988469,0.00004429106,9.097679e-7,5.527074e-7,0.000002446026,0.0005621273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01469104,"threshold_uncertainty_score":0.3636784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463308679269825,"score_gpt":0.3468766607757972,"score_spread":0.3322435739830989,"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."}}