{"id":"W4249542179","doi":"10.2174/157016461201150506195110","title":"Preface:","year":2015,"lang":"en","type":"article","venue":"Current Proteomics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002072647,0.0009985332,0.0007000327,0.002677752,0.002229942,0.002781433,0.001496146,0.001422824,0.3319728],"category_scores_gemma":[0.01857329,0.0002582486,0.000689372,0.00149724,0.0004940844,0.002128025,0.002193934,0.003677955,0.2848271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818863,"about_ca_system_score_gemma":0.002500952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004926768,"about_ca_topic_score_gemma":0.00578712,"domain_scores_codex":[0.9990717,0.000172375,0.00007821263,0.0001608766,0.0004376048,0.0000792462],"domain_scores_gemma":[0.9896194,0.00157241,0.000352701,0.0007539059,0.006505447,0.001196081],"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":[0.00002072797,0.000008804307,0.00003115527,0.00005428484,0.000001046035,0.00001598544,0.000009078902,0.00001238787,0.00006097533,0.000482077,0.9888803,0.01042329],"study_design_scores_gemma":[0.000006063841,0.000008935551,0.0002773006,0.0001091621,0.000002669407,0.00003831994,0.00003029597,0.00002927332,0.0001254212,0.001108064,0.9982585,0.000005958437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0009397822,0.01271779,0.006198809,0.07462948,0.6776585,0.0007666945,0.01826534,0.002141751,0.2066818],"genre_scores_gemma":[0.006645896,0.007542197,0.004534021,0.04769982,0.1269025,0.0006987609,0.01769665,0.001566213,0.786714],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3319728,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1905143711529537,"score_gpt":0.360586691504701,"score_spread":0.1700723203517472,"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."}}