{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003743978,0.005189659,0.003329471,0.002995,0.001831569,0.006679082,0.006520652,0.002679059,0.5178583],"category_scores_gemma":[0.01662814,0.003809202,0.002820784,0.003004733,0.001369462,0.007067017,0.006394477,0.006122964,0.6362678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001802061,"about_ca_system_score_gemma":0.002543485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005635979,"about_ca_topic_score_gemma":0.003817447,"domain_scores_codex":[0.9974074,0.0004186861,0.0001643888,0.0005249209,0.001046282,0.0004383096],"domain_scores_gemma":[0.9962062,0.0009818202,0.0001966731,0.00123297,0.0009668141,0.00041551],"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":[0.0002299465,0.00003143456,0.0003660913,0.0003206912,0.00004751871,0.00005898057,0.00009782004,0.000475972,0.0007574672,0.002111859,0.9789024,0.01659989],"study_design_scores_gemma":[0.0002661614,0.00003787762,0.001034137,0.0001446226,0.00003817797,0.0001928441,0.00006346926,0.005283625,0.01076,0.01187085,0.9701084,0.0001998301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004462953,0.0001189905,0.02835689,0.0003083033,0.000266346,0.00006576838,0.05139795,0.9048064,0.01423302],"genre_scores_gemma":[0.006153182,0.0001454726,0.01421459,0.0003537374,0.00007767024,0.0003156794,0.09422226,0.8537457,0.03077172],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5178583,"threshold_uncertainty_score":0.6877166,"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."}}