{"id":"W4406546290","doi":"10.1016/s1544-8800(05)70203-7","title":"10.1016/s1544-8800(05)70203-7","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Medicine; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001030596,0.0001324059,0.0001320484,0.00002648815,0.00005840875,0.00001907484,0.0002336519,0.000170585,0.949643],"category_scores_gemma":[0.00007622068,0.000116986,0.00006766968,0.00008947647,0.0000869334,0.000001282163,0.00006641082,0.00007554109,0.9224109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007518079,"about_ca_system_score_gemma":0.00003087195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001175193,"about_ca_topic_score_gemma":3.771576e-7,"domain_scores_codex":[0.9991588,0.00003340049,0.0001375394,0.000287857,0.0001104621,0.0002719395],"domain_scores_gemma":[0.9994852,0.00001236967,0.00002041746,0.0003078093,0.00002734787,0.0001468842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006627676,0.00002696604,1.996782e-7,0.00000269588,0.00001535193,0.000003410284,0.000003858729,0.000004755511,0.002931197,1.55303e-7,0.4052865,0.5916587],"study_design_scores_gemma":[0.0002319317,0.0004310442,0.00005633692,0.000008408895,0.000009577198,0.000016567,0.000001806545,0.00001915815,0.003729458,0.000004734713,0.9953215,0.0001695348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006328635,0.0003459369,0.000009914888,0.0005202173,0.000003823503,0.00009006825,0.00001896114,0.00006671083,0.9926158],"genre_scores_gemma":[0.0009127583,0.00000206569,0.0006152522,0.0001430318,0.0002462236,0.00001490143,0.0000613045,0.00001748364,0.997987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5914891,"threshold_uncertainty_score":0.4770553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006167768870811256,"score_gpt":0.1955757150397952,"score_spread":0.189407946168984,"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."}}