{"id":"W6968865755","doi":"10.5281/zenodo.3672038","title":"Portage Network: Update on Progress and Transition","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Transition (genetics); Work (physics); Process (computing); Field (mathematics)","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":[0.006202238,0.001224478,0.0008750015,0.004597521,0.0007686331,0.005204221,0.002418611,0.002583573,0.05646964],"category_scores_gemma":[0.0218557,0.000458811,0.0007336568,0.005029328,0.0005343247,0.007024745,0.003436562,0.00300648,0.05337295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867787,"about_ca_system_score_gemma":0.007623147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01032024,"about_ca_topic_score_gemma":0.01006596,"domain_scores_codex":[0.9974025,0.0004998215,0.0002943159,0.0001940868,0.001270087,0.0003391651],"domain_scores_gemma":[0.9861482,0.002036387,0.001240177,0.001028526,0.007456078,0.002090597],"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":[0.0001252664,0.00002404969,0.0003936383,0.0003181204,0.000009827958,0.00004021923,0.00003060566,0.0001155164,0.000102707,0.001534155,0.8983051,0.09900074],"study_design_scores_gemma":[0.00001844759,0.00001734592,0.0003725762,0.0002955277,0.00001419768,0.00007134869,0.00001985083,0.00005654096,0.0001295341,0.0004872772,0.9985088,0.000008612456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006924689,0.1716564,0.02912262,0.1288463,0.1722233,0.001074992,0.1097797,0.02125922,0.3591127],"genre_scores_gemma":[0.03184524,0.1810527,0.04464091,0.04067039,0.03819565,0.002378738,0.2211069,0.00744975,0.4326597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05646964,"threshold_uncertainty_score":0.1889098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530010277469981,"score_gpt":0.2257835002249612,"score_spread":0.2004833974502614,"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."}}