{"id":"W6969242522","doi":"10.5281/zenodo.8374460","title":"PyMetis","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graph; Python (programming language); Software; Graph theory","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009691396,0.002875145,0.001750861,0.00159902,0.001011555,0.002509967,0.003651477,0.001026871,0.1545072],"category_scores_gemma":[0.003869501,0.001853436,0.002511183,0.001298553,0.0007167844,0.002295825,0.003140581,0.003156067,0.1046708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097015,"about_ca_system_score_gemma":0.001997328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005931468,"about_ca_topic_score_gemma":0.007816255,"domain_scores_codex":[0.9992775,0.00009951348,0.00004977228,0.000218444,0.0002246781,0.0001300719],"domain_scores_gemma":[0.9991222,0.0003337755,0.00005052846,0.0002273968,0.0001416927,0.0001244359],"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":[0.0004747056,0.0001804359,0.001324365,0.001321109,0.0002166689,0.0001870951,0.0002456712,0.007553376,0.005731192,0.01447154,0.8799465,0.0883474],"study_design_scores_gemma":[0.0008863626,0.0001045452,0.002837045,0.0002760389,0.0001445257,0.0004154104,0.0001383634,0.1061053,0.02203697,0.06825528,0.798541,0.0002591807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001694731,0.0002039054,0.154691,0.0002218994,0.0002620243,0.0001793752,0.03700716,0.7909066,0.01483332],"genre_scores_gemma":[0.03206896,0.0004901153,0.2292482,0.001344734,0.0001588467,0.001482115,0.1177985,0.5756484,0.04176027],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1545072,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05473552993511066,"score_gpt":0.2834623068072711,"score_spread":0.2287267768721604,"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."}}