{"id":"W6931357066","doi":"10.5281/zenodo.4540782","title":"DerwenAI/pytextrank: v3.0.0 release on PyPi","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Doug Bragg Enterprises (Canada)","funders":"","keywords":"Unit (ring theory); Process (computing); Quality (philosophy); Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003085971,0.0002716372,0.0002186377,0.0002119076,0.0006084159,0.0003070554,0.0009114447,0.0003191307,0.03275156],"category_scores_gemma":[0.0004225268,0.0002800457,0.000124612,0.0002613902,0.0002575351,0.000002552587,0.0009439898,0.0003533908,0.005833721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004224969,"about_ca_system_score_gemma":0.00001645119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002947788,"about_ca_topic_score_gemma":0.000002723832,"domain_scores_codex":[0.9977236,0.000339527,0.0002099421,0.0007886629,0.0004580013,0.0004803055],"domain_scores_gemma":[0.9983718,0.00000746246,0.0001058927,0.0009755475,0.0002874778,0.0002517983],"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":[0.00007022656,0.0001046518,6.498593e-7,0.0000944406,0.0001055857,0.0000324959,0.0000321473,0.00001132088,0.008783117,0.0003942455,0.9365177,0.05385341],"study_design_scores_gemma":[0.0004923124,0.0004367876,0.00003953466,0.000107382,0.0000148443,0.00007390317,0.00005188575,0.00001817944,0.003711365,0.00002489595,0.9947339,0.0002950077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007350616,0.00196918,0.001122477,0.0003807894,0.0001870437,0.0005027413,0.0003558297,0.0003890781,0.9943578],"genre_scores_gemma":[0.02656798,0.003419447,0.0006318012,0.0007121728,0.001703182,2.614681e-7,0.01946601,0.01852218,0.928977],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06538083,"threshold_uncertainty_score":0.9999652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284076561723371,"score_gpt":0.2551838381726196,"score_spread":0.2323430725553859,"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."}}