{"id":"W2103273635","doi":"10.1136/sextrans-2011-050389","title":"The Program Science initiative: improving the planning, implementation and evaluation of HIV/STI prevention programs","year":2012,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Human immunodeficiency virus (HIV); Medicine; Implementation research; Program evaluation; Research program; Program Design Language; Medical education; Data science; Family medicine; Computer science; Nursing; Political science; Software engineering; Public administration","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":[],"consensus_categories":[],"category_scores_codex":[0.003232911,0.0001050638,0.0001049656,0.0001691052,0.0009392445,0.00009808606,0.00009831847,0.00003943137,0.00007504455],"category_scores_gemma":[0.0002950024,0.00006383709,0.0000762022,0.0007949924,0.0006040708,0.0005345765,0.00002828859,0.0002398789,0.000004872217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009117008,"about_ca_system_score_gemma":0.0004802787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009993451,"about_ca_topic_score_gemma":0.0001491238,"domain_scores_codex":[0.9981273,0.0002615761,0.000336438,0.0001684991,0.000720002,0.0003861794],"domain_scores_gemma":[0.9987342,0.0001213841,0.0001277382,0.000215111,0.0006718689,0.0001297281],"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":[0.00002652366,0.0007434335,0.07461736,0.00006419451,0.0001113511,1.265669e-7,0.002822456,0.000004902869,0.005848767,0.00126972,0.0003584037,0.9141328],"study_design_scores_gemma":[0.004118891,0.01102148,0.926578,0.0003246608,0.001102814,0.0001018588,0.01928223,0.0177679,0.00826319,0.0009856365,0.0101694,0.0002838948],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843976,0.0006745059,0.007209501,0.0006393497,0.0001002591,0.003015071,0.000009958569,0.00008474563,0.003869018],"genre_scores_gemma":[0.998341,0.00003291852,0.0003572173,0.000016128,0.00008642789,0.0008051636,0.00006484042,0.00001138667,0.0002849371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9138489,"threshold_uncertainty_score":0.7224005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07111238799255014,"score_gpt":0.4381840356154754,"score_spread":0.3670716476229252,"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."}}