{"id":"W6931555386","doi":"10.5281/zenodo.4718850","title":"PMEAL/porespy: v1.2.1","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Workflow; Generator (circuit theory); Visualization; Function (biology); Fixed point","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":[0.002530991,0.004380991,0.002082389,0.001888075,0.00120645,0.0043309,0.008270119,0.00330011,0.2894531],"category_scores_gemma":[0.009146409,0.003382925,0.003298167,0.001415888,0.001350365,0.006167948,0.005793923,0.006109375,0.2385511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002307586,"about_ca_system_score_gemma":0.001958476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004446184,"about_ca_topic_score_gemma":0.003462149,"domain_scores_codex":[0.9984953,0.0001546594,0.0001051233,0.0003127944,0.0006638746,0.000268224],"domain_scores_gemma":[0.9972553,0.0008454591,0.000122386,0.0008466201,0.0006751213,0.0002551989],"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":[0.0006179008,0.00008384401,0.001206544,0.001004217,0.0001049945,0.0002489189,0.0002232998,0.001914112,0.005010381,0.004180659,0.9523326,0.03307258],"study_design_scores_gemma":[0.0005892425,0.0000942707,0.002070148,0.0003943771,0.00008129697,0.0005445986,0.0001113952,0.02284258,0.04872563,0.009873628,0.9143535,0.0003194395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007337931,0.00009347577,0.03868763,0.0002208266,0.0001773003,0.00008743965,0.01642149,0.9360255,0.007552603],"genre_scores_gemma":[0.01460576,0.0001900256,0.02993571,0.0006943677,0.00006680188,0.0005080181,0.04078978,0.8947969,0.01841268],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2894531,"threshold_uncertainty_score":0.9683172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04116331749305101,"score_gpt":0.2709246502742634,"score_spread":0.2297613327812124,"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."}}