{"id":"W6930884298","doi":"10.5281/zenodo.1434136","title":"edawson/gfakluge: Version 1.0","year":2018,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Liver physiology and pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Troubleshooting; Set (abstract data type); Process (computing); Software; Term (time)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005056512,0.004324247,0.002140367,0.003837169,0.001173718,0.006468995,0.005814536,0.002635754,0.3391307],"category_scores_gemma":[0.02085667,0.003273181,0.00266956,0.002843745,0.001083443,0.006140484,0.004988332,0.004730342,0.5032204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254624,"about_ca_system_score_gemma":0.002049537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00456137,"about_ca_topic_score_gemma":0.002972282,"domain_scores_codex":[0.9970515,0.0004594999,0.0003203919,0.0006828183,0.001059867,0.0004258849],"domain_scores_gemma":[0.9917127,0.00186288,0.0003937947,0.003205902,0.002225016,0.0005997098],"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":[0.0003153194,0.0000302304,0.0002905086,0.0004908788,0.00005920626,0.00008216205,0.00009259955,0.0003965978,0.0009983408,0.002001693,0.9667717,0.02847088],"study_design_scores_gemma":[0.0002115995,0.00005625817,0.0008682856,0.0002808797,0.00005428281,0.0002701672,0.00005059454,0.001685689,0.005749906,0.006169652,0.9844453,0.0001573907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.0008204135,0.0004290916,0.03931651,0.0005241411,0.0009093794,0.0001607026,0.06604534,0.8722076,0.01958696],"genre_scores_gemma":[0.007639275,0.0005972243,0.02724054,0.000621926,0.0002925625,0.000454767,0.2066611,0.7095751,0.04691749],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6608693,"threshold_uncertainty_score":0.9426498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974387647671076,"score_gpt":0.2632964174267335,"score_spread":0.2335525409500227,"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."}}