{"id":"W3013318898","doi":"10.2196/14997","title":"Improving Understanding of Participation and Attrition Phenomena in European Cohort Studies: Protocol for a Multi-Situated Qualitative Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk Fonden","keywords":"Thematic analysis; Context (archaeology); Cohort; Triangulation; Qualitative research; Focus group; Attrition; Cohort study; Psychology; Reflexivity; Qualitative property; Developmental psychology; Medicine; Applied psychology; Medical education; Sociology; Computer science; Geography; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.00696789,0.0001546714,0.0002699278,0.0001004802,0.0002483515,0.00004191117,0.0001662288,0.00003612584,0.00005439516],"category_scores_gemma":[0.001132449,0.0001447279,0.00002524117,0.0005230033,0.0003830673,0.0003497167,0.0003815464,0.0003206117,0.00002318011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007217401,"about_ca_system_score_gemma":0.00003035908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009470933,"about_ca_topic_score_gemma":0.0001278082,"domain_scores_codex":[0.9948807,0.002716693,0.000564975,0.0006924673,0.0006338547,0.0005113016],"domain_scores_gemma":[0.9988728,0.0005093314,0.0001963639,0.0001904569,0.00004734923,0.0001836682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003157635,0.005956101,0.3230225,0.004724632,0.0001434821,0.00004330768,0.5839497,0.0002216942,0.05494084,0.0001458353,0.0004023051,0.02329187],"study_design_scores_gemma":[0.04670097,0.0221244,0.3091362,0.003693035,0.00002360832,0.000001038645,0.5714505,0.03453415,0.006307238,0.001233668,0.003604531,0.001190739],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04259145,4.021394e-7,0.004020285,0.0001909034,8.552807e-7,0.9528952,0.000008468362,0.00002526103,0.0002672322],"genre_scores_gemma":[0.2602387,1.656174e-7,0.000686671,0.00003583709,0.00001929579,0.7389822,0.000002062272,0.00002270677,0.00001232293],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2176473,"threshold_uncertainty_score":0.5901833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7692111138700694,"score_gpt":0.6387965801784249,"score_spread":0.1304145336916445,"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."}}