{"id":"W6931400627","doi":"10.5281/zenodo.7443424","title":"decargroup/pykoop","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biopolymer Synthesis and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Feature (linguistics); Python (programming language); Row; Function (biology); Fourier series; Feature selection; Search engine indexing; Lasso (programming language)","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":[0.002061972,0.004650448,0.002629166,0.001667109,0.001604541,0.004147506,0.007858628,0.002898077,0.4201118],"category_scores_gemma":[0.009671431,0.003807052,0.003704251,0.001634193,0.001166607,0.00742698,0.007828689,0.007110143,0.5470056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170046,"about_ca_system_score_gemma":0.002685954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004589875,"about_ca_topic_score_gemma":0.004286272,"domain_scores_codex":[0.9981993,0.0001553105,0.0001103957,0.0005139631,0.000680711,0.0003402333],"domain_scores_gemma":[0.9973751,0.0004771717,0.0001515074,0.0009732098,0.0007041056,0.0003189433],"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":[0.0002527423,0.00005347511,0.0005322395,0.0004960024,0.00006289686,0.00007229608,0.0001032061,0.0006641235,0.001383143,0.002105555,0.9655595,0.02871479],"study_design_scores_gemma":[0.0001983694,0.00003607813,0.001005225,0.0001421428,0.00004035969,0.0001880742,0.00005198482,0.005151217,0.01007489,0.01007468,0.9728844,0.0001526774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005070448,0.0002478929,0.03842191,0.0003471882,0.0005839525,0.00008582682,0.02658631,0.921543,0.01167686],"genre_scores_gemma":[0.005794039,0.0003295163,0.02876326,0.001212555,0.0001439093,0.0005246243,0.05695849,0.8788314,0.02744218],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4201118,"threshold_uncertainty_score":0.8271401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866102861933804,"score_gpt":0.2369650061146599,"score_spread":0.2183039774953218,"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."}}