{"id":"W6931162886","doi":"10.5281/zenodo.15050331","title":"Interactive Open-source Image Analysis and Scientific Plotting Workshop","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Interoperability; Plug-in; Visualization; Workflow; Python (programming language); Standardization; Data visualization; Graphical user interface","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006791228,0.002915852,0.001394469,0.003832216,0.001557132,0.005467477,0.006967728,0.001696578,0.1778623],"category_scores_gemma":[0.007174881,0.001076846,0.003629802,0.002610961,0.0007480576,0.004033918,0.008679903,0.003657173,0.1175531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001886089,"about_ca_system_score_gemma":0.002402122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001715627,"about_ca_topic_score_gemma":0.003409591,"domain_scores_codex":[0.9970093,0.0005172472,0.0001473081,0.0006246021,0.001344328,0.0003572106],"domain_scores_gemma":[0.9933692,0.001250497,0.0002007868,0.001100797,0.002648586,0.001430142],"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":[0.0001628116,0.00009561728,0.000155809,0.0002943181,0.00004772716,0.0002161752,0.0002634263,0.001305749,0.005973442,0.00452269,0.9247858,0.0621764],"study_design_scores_gemma":[0.00006384891,0.00004562166,0.0006460743,0.0001436418,0.00002399649,0.0001835951,0.0001016337,0.005859293,0.005088341,0.01128043,0.9764856,0.00007789127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003988328,0.002007986,0.6185403,0.008191373,0.01191443,0.001062297,0.04822882,0.2004081,0.1056584],"genre_scores_gemma":[0.03292945,0.002917428,0.4853807,0.003295782,0.004290939,0.004450728,0.128596,0.08007205,0.2580669],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1778623,"threshold_uncertainty_score":0.5950086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966883899262787,"score_gpt":0.2616288481676178,"score_spread":0.23196000917499,"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."}}