{"id":"W3003684541","doi":"10.2196/12677","title":"Cyberphysical Human Sexual Behavior Acquisition System (SeBA): Development and Implementation Study in China","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Social Science Fund of China; National Natural Science Foundation of China","keywords":"Sexual behavior; Data collection; Computer science; Reproductive health; Intervention (counseling); Psychology; Data science; Social psychology; Medicine; Environmental health; Population; Statistics; Mathematics; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006228564,0.0006940888,0.0004787082,0.001168757,0.0007279616,0.0008069666,0.001157463,0.0005155327,0.002208656],"category_scores_gemma":[0.004547139,0.0003324971,0.000535498,0.0006446357,0.000907624,0.001418937,0.001417456,0.0005891268,0.0004089243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002559565,"about_ca_system_score_gemma":0.008363174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03369514,"about_ca_topic_score_gemma":0.02052251,"domain_scores_codex":[0.9980286,0.0007003718,0.0001569245,0.0002384207,0.0005330069,0.0003426859],"domain_scores_gemma":[0.9968272,0.0003853239,0.0002493519,0.0003083496,0.001449175,0.0007806636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000908667,0.0130466,0.5367631,0.001667144,0.0001983849,0.0009686705,0.01107576,0.00545609,0.02023353,0.002563515,0.004256697,0.4028617],"study_design_scores_gemma":[0.0006092574,0.02376662,0.898966,0.0003366714,0.0002318206,0.0004027741,0.01887515,0.03364076,0.009377857,0.0004570466,0.01321854,0.0001175661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915143,0.000109488,0.003337069,0.0001902341,0.00001627922,0.003101725,0.0002267695,0.000123309,0.001380622],"genre_scores_gemma":[0.9793577,0.0003784569,0.01446689,0.0002147725,0.00001595272,0.002223581,0.0009075618,0.00002016594,0.002414772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03369514,"threshold_uncertainty_score":0.066998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08563697228232559,"score_gpt":0.4558971490056535,"score_spread":0.3702601767233279,"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."}}