{"id":"W2328817553","doi":"10.4161/mabs.29262","title":"MAbImprove","year":2014,"lang":"pt","type":"article","venue":"mAbs","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Excellence; Government (linguistics); Context (archaeology); Library science; General partnership; Political science; Sociology; Public relations; Business; Computer science; Finance","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":[0.0004475845,0.0002248178,0.000365228,0.0001096477,0.0001455413,0.00004405691,0.0002162309,0.0001576297,0.003757288],"category_scores_gemma":[0.0002538215,0.0001776534,0.0001756323,0.0001833424,0.0001561036,0.00004653473,0.0001822918,0.0004595451,0.01036128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004955415,"about_ca_system_score_gemma":0.00008950631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002908141,"about_ca_topic_score_gemma":0.00002352299,"domain_scores_codex":[0.9980364,0.0001144649,0.0002893119,0.0003641587,0.000565773,0.0006298507],"domain_scores_gemma":[0.9987999,0.0001926306,0.00005758617,0.0004231567,0.0001335066,0.0003932761],"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":[0.002379168,0.001052957,0.1430459,0.003193791,0.0006360046,0.0004051921,0.001508869,0.000006752916,0.03188421,0.06033291,0.2830634,0.4724909],"study_design_scores_gemma":[0.001596607,0.001258341,0.06907086,0.0002761337,0.00009970747,0.00006966331,0.000228711,0.005566571,0.002882331,0.0006939883,0.9179072,0.0003498563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6472641,0.004699214,0.0007403269,0.03400733,0.00253318,0.0007729245,0.00008177772,0.0001329874,0.3097681],"genre_scores_gemma":[0.7381498,0.0001639151,0.0001033766,0.001743183,0.001565265,0.000009493642,0.00003161337,0.0000293521,0.258204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6348438,"threshold_uncertainty_score":0.9971534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02290199610372964,"score_gpt":0.311061216623767,"score_spread":0.2881592205200373,"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."}}