{"id":"W2899173402","doi":"10.1038/s41533-018-0108-4","title":"IMP2ART systematic review of education for healthcare professionals implementing supported self-management for asthma","year":2018,"lang":"en","type":"review","venue":"npj Primary Care Respiratory Medicine","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Programme Development Grants; Medical Research Council; University College London; Asthma and Lung UK; Asthma UK Centre for Applied Research; University of Edinburgh; National Institute for Health and Care Research; University of Aberdeen; Queen Mary University of London","keywords":"Medicine; Asthma; Health professionals; Asthma management; Health care; Healthcare delivery; Alternative medicine; Family medicine; Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008773655,0.0008594863,0.006110705,0.0007215165,0.001390977,0.000004776112,0.0008249605,0.0007747763,0.0002029498],"category_scores_gemma":[0.00109291,0.0006338469,0.0007296468,0.0008941238,0.0001067458,0.0001006438,0.0002492844,0.0008089366,0.00005723551],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240577,"about_ca_system_score_gemma":0.01750486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002541938,"about_ca_topic_score_gemma":0.00003396636,"domain_scores_codex":[0.9866458,0.002134211,0.007588569,0.001197694,0.0009089884,0.001524736],"domain_scores_gemma":[0.9839473,0.002613401,0.007025491,0.00195484,0.00368063,0.0007782859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001701552,0.00008199702,0.000003050615,0.7105668,0.000141732,3.340231e-7,0.0002462707,9.60468e-10,1.136486e-7,0.001980481,0.1456095,0.1413527],"study_design_scores_gemma":[0.0006246488,0.0003150087,0.000002225667,0.4776887,0.001881652,0.000001917333,0.0007905148,1.694018e-7,1.103806e-7,0.00003528894,0.5184554,0.0002043769],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.454739e-7,0.8792056,0.0003074821,0.0009558792,0.002089525,0.1131955,0.001006272,0.000175958,0.00306347],"genre_scores_gemma":[4.664596e-7,0.7541829,0.001828933,0.01782831,0.001959499,0.2166107,0.006818475,0.0001685138,0.000602217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3728459,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08488923301902182,"score_gpt":0.5151872909102178,"score_spread":0.4302980578911959,"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."}}