{"id":"W4405840045","doi":"10.2196/63584","title":"Vaping, Acculturation, and Social Media Use Among Mexican American College Students: Protocol for a Mixed Methods Web-Based Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sex work and related issues","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities","keywords":"Acculturation; Preprint; Protocol (science); Social media; Cohort; Psychology; World Wide Web; Sociology; Medicine; Computer science; Ethnic group; Alternative medicine","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":[0.03467781,0.003473971,0.003264142,0.002868256,0.006147446,0.003097508,0.003180007,0.003959112,0.04266985],"category_scores_gemma":[0.0222043,0.003347328,0.003082892,0.002239817,0.00181929,0.003005951,0.00267534,0.005894371,0.01052684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004763636,"about_ca_system_score_gemma":0.02090248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01134561,"about_ca_topic_score_gemma":0.01904945,"domain_scores_codex":[0.9871742,0.006922165,0.00192014,0.001473365,0.001241696,0.001268529],"domain_scores_gemma":[0.9878676,0.00244987,0.001606191,0.002064897,0.004331536,0.001679977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.1199632,0.08506449,0.05024835,0.04029091,0.002147191,0.004569105,0.02353275,0.009475883,0.01136429,0.02982613,0.3224023,0.3011154],"study_design_scores_gemma":[0.1587187,0.06956426,0.1628342,0.02654849,0.001255846,0.001139496,0.02039777,0.0111076,0.007110097,0.028118,0.5120205,0.001184976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002744276,0.00008719227,0.002513692,0.0002447659,0.0001719509,0.9907534,0.002612885,0.00007302535,0.0007987642],"genre_scores_gemma":[0.0009779034,0.00004726298,0.002003905,0.0001138746,0.00001715815,0.9964371,0.0001955989,0.000003572624,0.0002036175],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04266985,"threshold_uncertainty_score":0.183396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2401013086628574,"score_gpt":0.6233459770266377,"score_spread":0.3832446683637803,"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."}}