{"id":"W4315490095","doi":"10.56367/oag-037-10090","title":"Information overload and the ossification of immunological research","year":2023,"lang":"en","type":"article","venue":"Open Access Government","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mainstream; Information overload; Medicine; Engineering ethics; Immunology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007222488,0.00003785443,0.00006376371,0.00002458492,0.00004936647,0.0002011139,0.0004194977,0.00003276523,0.00004787727],"category_scores_gemma":[0.00008755948,0.00002404333,0.00000903107,0.00031958,0.00007450782,0.0005487924,0.0003200445,0.00009443117,0.00004244063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000645726,"about_ca_system_score_gemma":0.000007627437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007249784,"about_ca_topic_score_gemma":0.000001166854,"domain_scores_codex":[0.9993991,0.0000211412,0.0001313385,0.00003956111,0.0003134062,0.00009550067],"domain_scores_gemma":[0.9997078,0.0001037485,0.00001882723,0.0001296525,0.00001889365,0.00002106462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002962721,0.0001073795,0.001930564,0.001091958,0.0001746443,0.000001065368,0.00646101,0.004332869,0.01017712,0.1049447,0.1003857,0.7700968],"study_design_scores_gemma":[0.002370015,0.00006033213,0.6687165,0.0001567468,0.00001687441,0.000004169912,0.003354825,0.1026459,0.01069609,0.005244361,0.2064625,0.0002716388],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.94288,0.0003290401,0.001505632,0.004505462,0.0006007898,0.0008795315,0.00002900608,0.0001501392,0.04912037],"genre_scores_gemma":[0.9989588,0.0007012505,0.00004458611,0.00001485044,0.00001754035,0.0001001757,0.00001075228,0.00000319956,0.0001488872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7698251,"threshold_uncertainty_score":0.1939346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08930376299606842,"score_gpt":0.3874658759442819,"score_spread":0.2981621129482135,"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."}}