{"id":"W4241657307","doi":"10.21203/rs.3.rs-15685/v1","title":"Clients Input Improves Satisfaction on HIV and AIDS Program","year":2020,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Business; Computer science; Psychology; Medicine; Virology","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01049787,0.0009588137,0.001510937,0.004595621,0.001498142,0.00145213,0.00126711,0.001273952,0.001516456],"category_scores_gemma":[0.01274104,0.0008510287,0.000896477,0.003130621,0.002308063,0.0004298814,0.005162984,0.01662464,0.00270322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001814096,"about_ca_system_score_gemma":0.002931205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002561696,"about_ca_topic_score_gemma":0.0003727624,"domain_scores_codex":[0.9762901,0.00494355,0.001356564,0.003122407,0.01026521,0.004022195],"domain_scores_gemma":[0.9863999,0.002211731,0.0002015763,0.002614175,0.00495821,0.003614429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00379962,0.003662142,0.02878116,0.01303268,0.0009003109,0.0009780752,0.001645433,0.000008234881,0.01219853,0.003129202,0.2762007,0.6556638],"study_design_scores_gemma":[0.017381,0.2297387,0.3121977,0.03604726,0.000346836,0.0002434287,0.01171514,0.02680899,0.01847212,0.02715796,0.315963,0.003927812],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111189,0.00327792,0.0003424973,0.0243658,0.0004138486,0.02331073,0.001205216,0.001109093,0.03485595],"genre_scores_gemma":[0.9645342,0.004612976,0.001465176,0.0001082374,0.001679712,0.005179675,0.00135113,0.0003124918,0.0207564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6517361,"threshold_uncertainty_score":0.9998018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176555698244121,"score_gpt":0.4779661274179118,"score_spread":0.3603105575934997,"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."}}