{"id":"W4229847747","doi":"10.29173/irie196","title":"On IRIE Vol. 5","year":2006,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0007344637,0.00005056238,0.00006298491,0.00001943789,0.00003477411,0.000009128107,0.0002644344,0.00007998585,0.00005752121],"category_scores_gemma":[0.002831504,0.00003103689,0.0000551595,0.00004086038,0.000101633,0.000004949268,0.00004728921,0.0001455957,0.00004587382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007990682,"about_ca_system_score_gemma":0.00006092503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001550776,"about_ca_topic_score_gemma":0.000003259167,"domain_scores_codex":[0.9993214,0.00003153807,0.0002595654,0.00004184665,0.0002936958,0.0000519306],"domain_scores_gemma":[0.9992489,0.0001004284,0.0001569904,0.0001405657,0.0003425663,0.00001054794],"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":[0.00008441262,0.00007381277,0.0001628543,0.001550148,0.00008596781,3.894211e-7,0.0001505227,0.0001731319,0.001886324,0.1847762,0.7126511,0.09840509],"study_design_scores_gemma":[0.0001255114,0.00006755959,0.0006372514,0.0007229265,0.000006473215,0.000004217758,0.00002541231,0.00006925858,0.004424031,0.002860818,0.9910008,0.00005575371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.108081,0.05705351,0.09040753,0.267313,0.006735942,0.001587442,0.0003959736,0.0001629009,0.4682627],"genre_scores_gemma":[0.874226,0.0387239,0.003405735,0.07921552,0.0007634487,0.00005410402,0.001340388,0.00001351936,0.002257391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.766145,"threshold_uncertainty_score":0.3389779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064367823791808,"score_gpt":0.3241105961391916,"score_spread":0.3034669179012736,"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."}}