{"id":"W6968586019","doi":"10.5281/zenodo.15036603","title":"cf_xarray","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fibroblast Growth Factor Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Metadata; Convention; Term (time); Process (computing); Product (mathematics)","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":[0.0002838923,0.0002296762,0.000179234,0.000349786,0.0005833695,0.0003284279,0.00126451,0.0003018691,0.03438364],"category_scores_gemma":[0.0005163107,0.0002495218,0.0000883557,0.000293104,0.0001845002,0.00000413244,0.001771959,0.000308053,0.008186379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005355171,"about_ca_system_score_gemma":0.00001395107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003078576,"about_ca_topic_score_gemma":0.000001127015,"domain_scores_codex":[0.9981778,0.0002683206,0.0001764004,0.0006332341,0.0003235452,0.0004207091],"domain_scores_gemma":[0.9986712,0.000005838267,0.00009257709,0.0008044272,0.0002685917,0.0001573448],"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":[0.0000365881,0.00004989281,9.952181e-7,0.0001236015,0.00009587176,0.000004885075,0.00001877879,0.000001701324,0.03020427,0.0005214128,0.9538504,0.01509154],"study_design_scores_gemma":[0.0003208361,0.0001891922,0.00003869893,0.00008320632,0.00001099058,0.00002154159,0.00002420354,0.000004932981,0.003152579,0.00002428454,0.9958979,0.0002315691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001119262,0.0004565089,0.002202381,0.0002033166,0.000135632,0.0004702938,0.0007182271,0.0004698353,0.9952319],"genre_scores_gemma":[0.006501932,0.0004686097,0.0003625565,0.0001616271,0.0006544252,9.214685e-8,0.01014536,0.009636392,0.972069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0420475,"threshold_uncertainty_score":0.9999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592364301630395,"score_gpt":0.2477822762187105,"score_spread":0.2318586332024065,"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."}}