{"id":"W3209225282","doi":"10.5281/zenodo.4710731","title":"WU-BIMAC/NBOMicroscopyMetadataSpecs: 4DN-BINA-OME (NBO) Microscopy Metadata Specifications","year":2021,"lang":"en","type":"article","venue":"FreiDok plus (Universitätsbibliothek Freiburg)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Metadata; Computer science; Computer graphics (images); World Wide Web","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003875997,0.0005515872,0.0006454147,0.001466656,0.0004737948,0.0006228629,0.001488585,0.0003712215,0.002048193],"category_scores_gemma":[0.0001487514,0.0006540855,0.0004853172,0.003748708,0.0003664624,0.0003046879,0.001084031,0.0004351421,0.0002827819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904215,"about_ca_system_score_gemma":0.0006064613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002817851,"about_ca_topic_score_gemma":0.000316921,"domain_scores_codex":[0.9965306,0.0002213898,0.0005003512,0.001540025,0.0004387887,0.000768843],"domain_scores_gemma":[0.995734,0.00005147139,0.0002874886,0.003028454,0.0005702857,0.0003283422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005828371,0.0001541081,0.0003178971,0.00002568598,0.0004156478,0.0001523308,0.00004506625,0.00002087731,0.7498611,0.001333645,0.247326,0.0002893652],"study_design_scores_gemma":[0.0007082207,0.0000726315,0.0002552287,0.00002152552,0.000277403,0.0000813152,0.0003249224,0.00008012414,0.4848941,0.0002936974,0.5124801,0.0005107138],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2113108,0.025743,0.6805156,0.007303833,0.0009984717,0.001876616,0.003867011,0.0009014636,0.06748316],"genre_scores_gemma":[0.4594155,0.02811617,0.1640273,0.01267944,0.002615055,0.000110529,0.0410857,0.0006951272,0.2912552],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5164884,"threshold_uncertainty_score":0.9995911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230738331970107,"score_gpt":0.2662658074365961,"score_spread":0.2439584241168951,"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."}}