{"id":"W4225329210","doi":"10.2196/30517","title":"Lifelog Retrieval From Daily Digital Data: Narrative Review","year":2022,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; Programa Operacional Regional do Centro; European Commission","keywords":"Lifelog; Computer science; Wearable computer; Scopus; Narrative; Field (mathematics); Narrative review; Information retrieval; Process (computing); World Wide Web; Multimedia; Data science; Human–computer interaction; Psychology; MEDLINE","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001264184,0.0006398392,0.002278756,0.0004307584,0.0007449021,0.0002295015,0.002926779,0.0003730959,0.0001488017],"category_scores_gemma":[0.000425417,0.0005533196,0.0001492449,0.001664155,0.0001622693,0.001474767,0.002166005,0.002520071,0.0001331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006157475,"about_ca_system_score_gemma":0.002435795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003523087,"about_ca_topic_score_gemma":0.000007701147,"domain_scores_codex":[0.9946345,0.0006128454,0.00157211,0.001834783,0.0005915005,0.0007542754],"domain_scores_gemma":[0.9945346,0.0006319613,0.00178912,0.002616674,0.0001229728,0.0003047309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009191565,0.00007522383,0.000001729095,0.03038063,0.00006031452,0.0000318044,0.0004272145,5.364073e-9,1.08132e-8,0.002700462,0.05111749,0.9151959],"study_design_scores_gemma":[0.0001618773,0.0002694012,0.000008831268,0.009421657,0.000136184,0.0001417326,0.00007959132,0.00003361584,2.807817e-8,0.0004646831,0.9888771,0.00040531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009691796,0.9918426,0.0008489575,0.002060225,0.001526602,0.001867131,0.0007720836,0.0003456048,0.0007270523],"genre_scores_gemma":[0.000008307708,0.9921491,0.0008386366,0.003099389,0.0004276367,0.000184861,0.003015191,0.00004657196,0.0002302693],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9377596,"threshold_uncertainty_score":0.9997811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.198297855108424,"score_gpt":0.4605104628521236,"score_spread":0.2622126077436996,"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."}}