{"id":"W4221028497","doi":"10.2196/preprints.37900","title":"Impact of a Cloud-based Clinical Decision Support System for Addressing Physical Activity and/or Healthy Eating during Smoking Cessation Treatment: Hybrid Type I Randomized Controlled Trial (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Smoking cessation; Randomized controlled trial; Psychological intervention; Physical activity; Physical therapy; Family medicine; Pedometer; Abstinence; Nursing; Psychiatry; Internal medicine","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":[0.00591076,0.001828156,0.002881863,0.0007518586,0.0009195716,0.002374135,0.001335688,0.00293396,0.01112568],"category_scores_gemma":[0.01047488,0.000892108,0.005680817,0.0007978148,0.001630339,0.001940488,0.001183965,0.002425853,0.0008917468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003091861,"about_ca_system_score_gemma":0.00420372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009367277,"about_ca_topic_score_gemma":0.00904639,"domain_scores_codex":[0.9943538,0.003430343,0.0006935179,0.0005976811,0.0004468242,0.0004778317],"domain_scores_gemma":[0.9957564,0.001784233,0.0009050793,0.0003890424,0.000395629,0.000769456],"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":[0.9462088,0.01532681,0.001040453,0.003410494,0.004399796,0.00004883352,0.0001303444,0.0007232375,0.0005840086,0.0003251862,0.00115237,0.02664974],"study_design_scores_gemma":[0.9457446,0.04964791,0.001246381,0.0002491374,0.001405447,0.0000116551,0.00005262896,0.0006405314,0.000184244,0.0002111462,0.0005853041,0.00002098869],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978003,0.006101057,0.003786788,0.002242397,0.003070491,0.07807563,0.003087138,0.0004442791,0.005391899],"genre_scores_gemma":[0.902477,0.002415689,0.01150021,0.002204066,0.001251345,0.07570777,0.00124125,0.00003974571,0.003162996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01112568,"threshold_uncertainty_score":0.03721911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320460712345655,"score_gpt":0.5211667689003262,"score_spread":0.3891206976657607,"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."}}