{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004131734,0.0001499128,0.0001365318,0.00007233671,0.00003973991,0.00005688605,0.0002748039,0.00004846285,0.0000349029],"category_scores_gemma":[0.0002630767,0.0001403989,0.00004729061,0.00021978,0.00006403717,0.0002323996,0.0001279107,0.0002310829,0.0135386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422539,"about_ca_system_score_gemma":0.0002334475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003796781,"about_ca_topic_score_gemma":0.000001973533,"domain_scores_codex":[0.9988773,0.00005718524,0.0001918123,0.0002519836,0.0003109135,0.00031081],"domain_scores_gemma":[0.9990677,0.000007749715,0.00009686172,0.0003927653,0.0001602805,0.0002746331],"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":[0.0007578256,0.001967237,0.06048784,0.0003075022,0.0001079386,0.00001606587,0.005340527,0.001351165,0.05295569,0.02910168,0.7263159,0.1212907],"study_design_scores_gemma":[0.002544743,0.000131745,0.001453044,0.00008443349,0.00003628118,0.00001815072,0.0001063045,0.003370647,0.03742778,0.009182553,0.9450055,0.0006388599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815566,0.002076259,0.004177637,0.0001547522,0.001973025,0.001580841,0.00008386438,0.0006357597,0.007761261],"genre_scores_gemma":[0.9817991,0.00002944246,0.01565341,0.0000391466,0.000889612,0.0003985502,0.0001003092,0.0001884724,0.0009019301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2186896,"threshold_uncertainty_score":0.9872295,"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."}}