{"id":"W4396235055","doi":"10.2196/preprints.50855","title":"Digital Self-Management Platform for Adult Asthma: Randomized Attention-Placebo Controlled Trial (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Preprint; Randomized controlled trial; Placebo; Asthma; Medicine; Physical therapy; Self-management; Computer science; Internal medicine; Alternative medicine; World Wide Web; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003376733,0.001786077,0.004435304,0.0006260709,0.0006868384,0.001539269,0.0009297188,0.003917582,0.02223714],"category_scores_gemma":[0.00646446,0.0008138337,0.004137812,0.0004603877,0.001215948,0.001620499,0.0007596087,0.002578637,0.002062085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030007,"about_ca_system_score_gemma":0.00172607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324552,"about_ca_topic_score_gemma":0.002301534,"domain_scores_codex":[0.9980775,0.001088039,0.0002396877,0.0002552732,0.0001544921,0.0001850005],"domain_scores_gemma":[0.9981223,0.0007310015,0.0005202094,0.0001614436,0.0002046182,0.0002604091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9766327,0.003421561,0.0001731098,0.004651521,0.001802113,0.00003099719,0.0000415163,0.0001051895,0.000614623,0.0002085743,0.001472626,0.01084545],"study_design_scores_gemma":[0.9839488,0.01379678,0.000378244,0.0002540936,0.0006634902,0.000009247172,0.00001111464,0.0001276383,0.00009369422,0.0001225295,0.0005866453,0.00000765253],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7511081,0.04069831,0.004715044,0.005939722,0.01389315,0.1610117,0.006563083,0.001498363,0.01457265],"genre_scores_gemma":[0.8051057,0.009847995,0.01124422,0.005863958,0.004435631,0.1459208,0.002095202,0.00009449639,0.01539193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02223714,"threshold_uncertainty_score":0.07439059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587803093641496,"score_gpt":0.2829912206285031,"score_spread":0.2671131896920881,"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."}}