{"id":"W4361216613","doi":"10.3167/proj.2023.170101","title":"From the Editor","year":2023,"lang":"en","type":"article","venue":"Projections","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat Politècnica de València; University of Illinois at Chicago; Sorbonne Université; Universität Greifswald; Freie Universität Berlin; College of Engineering, Michigan State University; Uppsala Universitet; Universität Bremen; Universidade de Lisboa; Universitat de València; Macquarie University; Aarhus Universitet; University of St Andrews; James Madison University; University of Oxford; Arts University Bournemouth; Oxford Brookes University; Copenhagen Business School; Università degli Studi di Messina; Universiteit van Amsterdam; Georgia State University; Birkbeck, University of London; University College London; Franklin and Marshall College; Case Western Reserve University; University of Illinois at Urbana-Champaign; Syddansk Universitet; Michigan State University; Rijksuniversiteit Groningen; Universitat de Barcelona; University of Surrey; Ohio State University; University of Wisconsin-Madison; Montana State University; Università degli Studi di Parma; University of Connecticut; Washington University in St. Louis; De Montfort University; University of Wisconsin-Milwaukee","keywords":"Library science; Outreach; Associate editor; Political science; Institution; Media studies; Sociology; Public relations; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074246,0.00004014955,0.00003072405,0.00002081254,0.0001017764,0.00001958021,0.0001032341,0.00003771172,0.00002696418],"category_scores_gemma":[0.0000782873,0.0000287537,0.00005333814,0.0002047936,0.00002822642,0.000001194802,0.00007020539,0.00004306088,0.0001063188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003653952,"about_ca_system_score_gemma":0.00001954363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002793444,"about_ca_topic_score_gemma":0.0001410545,"domain_scores_codex":[0.999669,0.0000210522,0.00005352933,0.0001307185,0.00004898201,0.00007669785],"domain_scores_gemma":[0.9996687,0.00001314956,0.00001545404,0.0002592728,0.00003132414,0.00001210281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001512109,0.000007787013,0.0007181645,3.432976e-7,0.00002397312,2.88541e-7,0.00004327869,0.000001977363,0.1637584,0.000004276814,0.834477,0.000962936],"study_design_scores_gemma":[0.00003485037,0.00001804208,0.001262454,0.000001235028,0.00001659679,7.82061e-7,0.0001785441,0.00007735678,0.1350353,0.0001965651,0.86313,0.00004829247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414856,0.000604543,0.01394194,0.006768304,0.002561545,0.0008626585,0.00008339128,0.001011939,0.03268008],"genre_scores_gemma":[0.9636733,0.0003831832,0.0008873715,0.0005850373,0.01897813,0.0002373303,0.0005676919,0.00002838671,0.01465959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02872315,"threshold_uncertainty_score":0.1366548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062861294727223,"score_gpt":0.2890056256745588,"score_spread":0.2783770127272865,"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."}}