{"id":"W4406579891","doi":"10.1016/s1541-9800(05)70815-2","title":"10.1016/s1541-9800(05)70815-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Tumor necrosis factor alpha; Medicine; Internal medicine","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":[0.0004566007,0.0001453961,0.0002790978,0.0001882835,0.00009045399,0.00001993475,0.0002175702,0.00007087,0.9971111],"category_scores_gemma":[0.0002253709,0.0001107642,0.00007095755,0.0005510196,0.0001504503,0.00007544528,0.00003971953,0.000213384,0.9903819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000626156,"about_ca_system_score_gemma":0.0001565221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000698508,"about_ca_topic_score_gemma":4.25189e-7,"domain_scores_codex":[0.9982358,0.00003144086,0.00020331,0.0003296891,0.0006719067,0.000527858],"domain_scores_gemma":[0.9986787,0.00006575925,0.00001941036,0.0004563743,0.00010919,0.0006705948],"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":[0.0001908436,0.00007696378,0.000001254223,0.00001381719,0.00001189448,0.0000682017,0.0000596717,0.000001905753,0.0004555449,0.000001007887,0.4890723,0.5100466],"study_design_scores_gemma":[0.001066969,0.000800614,0.0004422434,0.00008239716,0.00003284401,0.0001049627,0.0000111708,0.0001637739,0.0005313065,0.00000560672,0.9966363,0.0001217947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004279841,0.0002147179,0.000001077139,0.002522744,0.000004600886,0.0003784222,0.000005297822,0.0001208358,0.9924725],"genre_scores_gemma":[0.0009291259,0.000002951812,0.0001245779,0.000507502,0.0005005327,0.00002178459,0.00001738207,0.00002237423,0.9978738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5099248,"threshold_uncertainty_score":0.4516832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400672738951603,"score_gpt":0.2483107733765479,"score_spread":0.2343040459870318,"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."}}