{"id":"W4214868455","doi":"10.2196/35332","title":"Evaluation of Digital Interventions for Physical Activity Promotion: Protocol for a Scoping Review","year":2022,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Physical Activity and Health","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Leibniz-Gemeinschaft; Freie Hansestadt Bremen","keywords":"PsycINFO; CINAHL; Systematic review; Context (archaeology); Inclusion (mineral); Grey literature; Psychological intervention; MEDLINE; Health promotion; Promotion (chess); Medicine; Intervention (counseling); Psychology; Medical education; Nursing; Public health; Political science; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1036088,0.006638028,0.01287008,0.01492731,0.005652729,0.007606694,0.005196756,0.008726889,0.1056005],"category_scores_gemma":[0.09223936,0.006055349,0.0161432,0.01331078,0.004887638,0.009279448,0.008527688,0.007976795,0.0222315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01225955,"about_ca_system_score_gemma":0.06142314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004186913,"about_ca_topic_score_gemma":0.008860406,"domain_scores_codex":[0.9501534,0.02140835,0.01690681,0.003343152,0.005486776,0.002701547],"domain_scores_gemma":[0.9291971,0.02369522,0.01200086,0.006844376,0.02494038,0.003322139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01904765,0.002418308,0.001573427,0.7221501,0.002177107,0.002014796,0.00725972,0.00348095,0.005989826,0.0107051,0.06091184,0.1622713],"study_design_scores_gemma":[0.0454615,0.006786046,0.008237801,0.4358653,0.005041355,0.001054448,0.005391639,0.002140841,0.005051334,0.01652336,0.4676107,0.000835678],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001864772,0.0004984401,0.001099337,0.0001307027,0.0001255465,0.9965391,0.0009514919,0.0000411488,0.0004276264],"genre_scores_gemma":[0.0001361862,0.0004601531,0.003029901,0.00006609817,0.00001468357,0.9959258,0.0001933836,0.000004504407,0.0001693159],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1056005,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9342517862276597,"score_gpt":0.7874797437112254,"score_spread":0.1467720425164343,"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."}}