{"id":"W3114823447","doi":"10.17225/jhp00170","title":"Uncertainty to normality using ethnographic and qualitative research: a personal view","year":2020,"lang":"en","type":"article","venue":"The Journal of Haemophilia Practice","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Hemophilia Society","funders":"","keywords":"Publishing; Publication; Variety (cybernetics); Ethnography; Pharmacy; Normality; Medicine; Qualitative research; Library science; Medical education; Public relations; Sociology; Advertising; Computer science; Social science; Nursing; Political science; Business; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01767555,0.00007874182,0.0001657496,0.00009859476,0.0008229634,0.0001430664,0.0004564635,0.00003506351,0.00004774097],"category_scores_gemma":[0.006634683,0.00005159062,0.00005416146,0.000999311,0.0007120453,0.0009491674,0.0001664169,0.0005382644,0.00001376322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004923783,"about_ca_system_score_gemma":0.000216826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016014,"about_ca_topic_score_gemma":0.0001991177,"domain_scores_codex":[0.9931456,0.005010496,0.0002862517,0.0001157299,0.001157003,0.0002849054],"domain_scores_gemma":[0.9961624,0.002589836,0.0002848704,0.00008812959,0.000601905,0.0002729145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006927676,0.00006249826,0.0001026843,0.00004088172,0.00008733776,0.00004332057,0.9856561,0.0001651616,0.0003543616,0.004457334,0.002969723,0.005367803],"study_design_scores_gemma":[0.0002497046,0.000361977,0.0003834846,0.00009047091,0.0001298292,0.000030368,0.8613918,0.0003013639,0.00001071441,0.002234747,0.1347023,0.000113265],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7547492,0.001277891,0.0005231539,0.2330507,0.0001437321,0.0003078227,0.000002317654,0.00000928904,0.009935967],"genre_scores_gemma":[0.9945555,0.000819169,0.000808879,0.003385556,0.0003120732,8.035402e-7,7.980088e-8,0.000005509013,0.0001124107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2398064,"threshold_uncertainty_score":0.7942814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3864427698059794,"score_gpt":0.5456058893651581,"score_spread":0.1591631195591787,"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."}}