{"id":"W1971729637","doi":"10.1089/aid.2008.0295","title":"Reply to Dr. Garson and Colleagues","year":2009,"lang":"en","type":"article","venue":"AIDS Research and Human Retroviruses","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Library science; 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":[0.0007109555,0.0001496429,0.0002442045,0.000408757,0.0008442703,0.0001203007,0.0001762148,0.0001035403,0.0003135608],"category_scores_gemma":[0.0002709911,0.0001184606,0.00003203443,0.0002441198,0.0004694153,0.0001036405,0.0001486634,0.0004019715,0.0007797053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005326211,"about_ca_system_score_gemma":0.00005946856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007325529,"about_ca_topic_score_gemma":0.00009918652,"domain_scores_codex":[0.9981472,0.0002679811,0.0001763459,0.000461446,0.0001359456,0.0008110028],"domain_scores_gemma":[0.9990812,0.0002344161,0.00002017592,0.0003167682,0.0001499833,0.0001974677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001290307,0.0007388135,0.1889441,0.00004180349,0.0002932852,0.0001758702,0.001516748,7.772675e-8,0.4302487,0.02600603,0.2971568,0.05358743],"study_design_scores_gemma":[0.002098035,0.01804341,0.5438316,0.00006783819,0.00001274751,0.00004495369,0.0004846564,3.90881e-8,0.04302074,0.003844087,0.3883013,0.0002505765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875059,0.004272901,0.000003699151,0.001763585,0.00002849107,0.0004184234,0.00006258386,0.00005635564,0.005888051],"genre_scores_gemma":[0.9765801,0.0004894364,0.00006195366,0.0005505465,0.00004325372,0.00003100208,0.00004481262,0.00001083828,0.02218809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.387228,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0700856800117558,"score_gpt":0.3775454183150792,"score_spread":0.3074597383033234,"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."}}