{"id":"W7015410528","doi":"","title":"[Speech by Dr. Mark Wainberg, International Conference on AIDS (16th: 2006: Toronto, Canada)]","year":2006,"lang":"en","type":"article","venue":"The Journal of the Abraham Lincoln Association","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Human immunodeficiency virus (HIV); Pandemic; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001683993,0.0001219091,0.0002257542,0.00004875613,0.0002117172,0.0000569074,0.0004888118,0.00008717897,0.001140036],"category_scores_gemma":[0.001132561,0.00007060539,0.0002111107,0.0001383881,0.00003573504,0.0001807967,0.00005124389,0.0005126391,0.00001947921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003084728,"about_ca_system_score_gemma":0.0006466872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1110128,"about_ca_topic_score_gemma":0.2626233,"domain_scores_codex":[0.9972883,0.0003571426,0.0005418874,0.00008751788,0.001462252,0.0002629193],"domain_scores_gemma":[0.997865,0.0003291401,0.0007352033,0.000226593,0.0007443331,0.00009969827],"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":[0.0002152613,0.000229523,0.009880266,0.000006661642,0.0002359439,0.00000575876,0.00007595449,0.00003297747,0.007233972,0.00052793,0.9778923,0.003663431],"study_design_scores_gemma":[0.008713925,0.006171142,0.2120333,0.001421661,0.0008340939,0.0002642226,0.002409599,0.006616296,0.02158323,0.005283482,0.7340574,0.000611698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5036238,0.001289845,0.0006207422,0.1488647,0.002685415,0.0009648626,0.000427235,0.00003912948,0.3414842],"genre_scores_gemma":[0.8038789,0.0001986924,0.00007395291,0.0006205687,0.0008179673,0.000003704011,0.00001886836,0.00001431868,0.194373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3002551,"threshold_uncertainty_score":0.9997731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01151240574824365,"score_gpt":0.2931198574280495,"score_spread":0.2816074516798058,"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."}}