{"id":"W4307858515","doi":"10.2196/preprints.37318","title":"Impact of Unmet Social Needs, Scarcity, and Future Discounting on Adherence to Treatment in Children With Asthma: Protocol for a Prospective Cohort Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; Medicine; Scarcity; Cohort; Worry; Observational study; Anxiety; Family medicine; Psychiatry; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02609153,0.003646803,0.004875871,0.002271937,0.004573534,0.002358095,0.002408111,0.004524699,0.04817965],"category_scores_gemma":[0.02355994,0.003072796,0.006787614,0.002922638,0.001624244,0.00218308,0.00226665,0.00501152,0.008648886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00506326,"about_ca_system_score_gemma":0.02089734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009654365,"about_ca_topic_score_gemma":0.01356136,"domain_scores_codex":[0.9863269,0.007229642,0.002792781,0.001244416,0.001093465,0.001312718],"domain_scores_gemma":[0.9846085,0.00308788,0.002420231,0.002417682,0.005852429,0.001613358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4899913,0.04690515,0.04595105,0.05389476,0.004882355,0.001288774,0.004233768,0.01207225,0.005222498,0.01134134,0.1809237,0.1432931],"study_design_scores_gemma":[0.525815,0.06592026,0.1498529,0.0174832,0.002710864,0.0003775904,0.003384943,0.008986827,0.004130574,0.008957943,0.2114302,0.0009496113],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002438732,0.0001268434,0.0009029919,0.0001410005,0.0001783639,0.9917031,0.003741807,0.00005387868,0.0007133665],"genre_scores_gemma":[0.001059542,0.00004894063,0.00109796,0.0000554183,0.00001357994,0.9971662,0.0003980257,0.000002148835,0.0001581905],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04817965,"threshold_uncertainty_score":0.161177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061487960509159,"score_gpt":0.4981777334575999,"score_spread":0.392028937406684,"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."}}