{"id":"W6950562764","doi":"10.5281/zenodo.7656958","title":"XMapTools 4.1","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Horizon 2020 Framework Programme","keywords":"Visualization; Software; Data visualization; Variety (cybernetics); Calibration","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":[0.002265887,0.002950651,0.002229657,0.00422746,0.001541268,0.004934228,0.004510178,0.001727561,0.2302906],"category_scores_gemma":[0.005165947,0.002400822,0.002006561,0.003614129,0.0004937191,0.004225957,0.002965829,0.003312158,0.244243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007933253,"about_ca_system_score_gemma":0.001665294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003127217,"about_ca_topic_score_gemma":0.003430567,"domain_scores_codex":[0.9985899,0.0001837069,0.0001253889,0.0003388925,0.0006029548,0.0001591889],"domain_scores_gemma":[0.9985462,0.0003403957,0.0001175438,0.0002713382,0.0006340928,0.00009044491],"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":[0.0003786252,0.00005476255,0.0008817298,0.001902048,0.0001541281,0.0001979799,0.0002916763,0.0016552,0.006604418,0.007925155,0.8992625,0.08069183],"study_design_scores_gemma":[0.00005349004,0.00002460055,0.0005871576,0.00018031,0.00005335274,0.0001802406,0.00004507136,0.001973988,0.008025822,0.004664895,0.984132,0.0000790405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003606957,0.002922471,0.1520182,0.0009192526,0.0008421334,0.0003795485,0.2061343,0.5667748,0.06640237],"genre_scores_gemma":[0.01225855,0.002787613,0.1257254,0.00132101,0.000290401,0.001350913,0.4082859,0.3467562,0.101224],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2302906,"threshold_uncertainty_score":0.7703987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0483860341146868,"score_gpt":0.2633767021232274,"score_spread":0.2149906680085407,"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."}}