{"id":"W3121396802","doi":"10.1257/rct.5733-1.0","title":"Love in the Time of HIV: Testing as a Signal of Risk","year":2020,"lang":"en","type":"dataset","venue":"AEA Randomized Controlled Trials","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Human immunodeficiency virus (HIV); SIGNAL (programming language); Medicine; Psychology; Biology; Computer science; Virology","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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.03275128,0.0003968707,0.01436043,0.0006105576,0.00003606572,0.00003726022,0.0005211114,0.0002932191,0.004390389],"category_scores_gemma":[0.3568042,0.0001981039,0.004476566,0.0005453849,0.0002870903,0.0000439272,0.00008156001,0.0009120374,0.0009433242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003328709,"about_ca_system_score_gemma":0.0006867819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009888903,"about_ca_topic_score_gemma":0.00003033206,"domain_scores_codex":[0.9790277,0.01457483,0.004594727,0.0003521762,0.001092404,0.0003582062],"domain_scores_gemma":[0.8625659,0.1312135,0.004557801,0.000825244,0.0006221868,0.0002153678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4485138,0.0002460765,0.000001110402,0.0001376555,0.002452357,0.00004670806,0.0000974001,0.000002853657,0.0004175988,0.000007718759,0.5476627,0.0004140358],"study_design_scores_gemma":[0.9610616,0.00163109,0.00000132113,0.001359859,0.007535423,0.00001491582,0.0001258202,0.001187406,0.0001664658,0.0005160171,0.02625253,0.000147541],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002752319,0.002463891,0.0001234193,0.001120549,0.00005824192,0.01255244,0.9799268,0.00001158164,0.003467844],"genre_scores_gemma":[0.00647949,0.001841532,0.0003493337,0.00034191,0.001161424,0.001351467,0.9847664,0.00005692367,0.003651471],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5214101,"threshold_uncertainty_score":0.9998345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03956561395236297,"score_gpt":0.3555934501581726,"score_spread":0.3160278362058096,"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."}}