{"id":"W4387656011","doi":"10.2196/47874","title":"Circular Business Model for Digital Health Solutions: Protocol for a Scoping Review","year":2023,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research Executive Agency; European Commission","keywords":"Circular economy; Health care; Dispose pattern; Business model; Digital health; Protocol (science); Risk analysis (engineering); Computer science; Business; Engineering; Medicine; Marketing; Economics; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00498039,0.0005632323,0.002781555,0.0005252737,0.0005928812,0.0001890533,0.0005261887,0.0003137212,0.00002536549],"category_scores_gemma":[0.0008585603,0.000446447,0.0007944928,0.001258154,0.000159141,0.0002040943,0.0006066081,0.0007658188,0.0002275711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361549,"about_ca_system_score_gemma":0.004891557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009058176,"about_ca_topic_score_gemma":0.000005201378,"domain_scores_codex":[0.9936196,0.0003476341,0.001821365,0.001147391,0.001258755,0.001805265],"domain_scores_gemma":[0.9969224,0.0004291097,0.0004967133,0.001247201,0.0004177384,0.0004868107],"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":[0.00005410398,0.0002531811,8.451887e-8,0.5583644,0.00004765836,0.000005170967,0.00001189678,0.000001549144,1.680475e-8,0.00004165851,0.04238287,0.3988374],"study_design_scores_gemma":[0.0009532143,0.0005978073,1.207619e-7,0.490823,0.0000190081,0.00000831111,0.00000638889,0.0002314178,2.234788e-8,0.00007257961,0.5071153,0.0001728732],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[1.654489e-10,0.2073535,0.001849637,0.00187666,0.000004474617,0.7884279,0.0002353693,0.0001274371,0.0001249776],"genre_scores_gemma":[2.333211e-10,0.3761744,0.0003863344,0.0003005626,0.0002170279,0.6200019,0.000417686,0.0001773041,0.002324876],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4647324,"threshold_uncertainty_score":0.9997987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8525647095361352,"score_gpt":0.7103238259054747,"score_spread":0.1422408836306605,"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."}}