{"id":"W6930927273","doi":"10.5281/zenodo.15117206","title":"atmoschem/vein: v1.3.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakes Environmental (Canada)","funders":"","keywords":"Work (physics); Process (computing); Product (mathematics); Identification (biology)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000176237,0.0002485212,0.0003472448,0.00031366,0.0005249818,0.0002346401,0.000436089,0.000199761,0.13395],"category_scores_gemma":[0.0003734088,0.0002330654,0.000120932,0.000398401,0.0001113926,0.00003378222,0.0006285511,0.0002901983,0.02668956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002055334,"about_ca_system_score_gemma":0.00001189127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006504479,"about_ca_topic_score_gemma":6.922612e-7,"domain_scores_codex":[0.9984314,0.0001163393,0.0002155049,0.0005342271,0.0003770587,0.0003254415],"domain_scores_gemma":[0.9986835,0.00001814001,0.0001127204,0.000716586,0.0002618756,0.0002072227],"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":[0.00003113902,0.0003351971,0.000009795357,0.0001824475,0.0002494345,0.00006372458,0.00006601765,3.203285e-7,0.00005455743,0.002089657,0.9361249,0.06079284],"study_design_scores_gemma":[0.001022681,0.0002618248,0.0003275216,0.0004010507,0.0001349604,0.00007222807,0.00004441378,0.000008523732,0.0001565734,0.0000355376,0.9973576,0.0001770967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006796337,0.00101791,0.0001694547,0.001418022,0.0001548425,0.0007728214,0.0003885665,0.001327183,0.9946833],"genre_scores_gemma":[0.005358098,0.001401647,0.0005054447,0.0006811129,0.0006251578,1.689551e-7,0.006692793,0.01016894,0.9745666],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1072604,"threshold_uncertainty_score":0.9740683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338835709105788,"score_gpt":0.2732762291487581,"score_spread":0.2398878720577002,"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."}}