{"id":"W6949387973","doi":"10.5281/zenodo.14903051","title":"coreofscience/python-bibx: v0.6.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant Ecology and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Work (physics); Product (mathematics); Natural (archaeology)","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":[0.004356643,0.003806756,0.002915059,0.003294523,0.00161734,0.007239786,0.007624886,0.002932491,0.5409327],"category_scores_gemma":[0.01856269,0.0033295,0.003188416,0.002880935,0.001521907,0.009787276,0.009572497,0.005805873,0.7397109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246907,"about_ca_system_score_gemma":0.003357135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003309321,"about_ca_topic_score_gemma":0.00259091,"domain_scores_codex":[0.9970064,0.0003488346,0.0002337034,0.0006296344,0.001262441,0.000519036],"domain_scores_gemma":[0.993243,0.0009770204,0.0003624251,0.001930238,0.002387607,0.001099682],"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":[0.00008300473,0.00001631518,0.0001234304,0.000426581,0.00003104877,0.00001723304,0.00003454066,0.0001555054,0.0007601845,0.001329889,0.9827904,0.01423185],"study_design_scores_gemma":[0.00008706412,0.00002209098,0.0005126692,0.0001480812,0.00002413617,0.00008329605,0.00002194007,0.001070331,0.0044764,0.005865748,0.9875958,0.00009241405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0003286622,0.0003350565,0.0276498,0.0009816948,0.001267207,0.0002077194,0.07165936,0.8681881,0.02938251],"genre_scores_gemma":[0.003594756,0.0004186809,0.02254585,0.001703658,0.0003076792,0.0006422207,0.1030245,0.8331679,0.03459463],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5409327,"threshold_uncertainty_score":0.6548039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03473234627436172,"score_gpt":0.213512348931706,"score_spread":0.1787800026573442,"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."}}