{"id":"W4306733327","doi":"10.2196/38794","title":"The Experience of Health Professionals With Misinformation and Its Impact on Their Job Practice: Qualitative Interview Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Misinformation; Qualitative research; Masking (illustration); Health care; Medicine; Pandemic; Psychology; Social media; Medical education; Nursing; Family medicine; Coronavirus disease 2019 (COVID-19); Political science; Disease; Sociology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02326368,0.0001136502,0.0002038675,0.0002218293,0.003976738,0.0001634748,0.0003858983,0.00002331578,0.0001877681],"category_scores_gemma":[0.0009984693,0.00005858833,0.00003619467,0.001023488,0.0003064761,0.00201878,0.0002186539,0.0005470737,0.00001610093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004233038,"about_ca_system_score_gemma":0.0009099831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004009047,"about_ca_topic_score_gemma":0.00007682736,"domain_scores_codex":[0.9883626,0.008343246,0.00052797,0.0001131618,0.00217558,0.0004775177],"domain_scores_gemma":[0.9959167,0.002508076,0.0005007611,0.0001895675,0.0007272362,0.0001576892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002458606,0.0002587631,0.00002270142,0.00003174315,0.00002827476,2.208302e-7,0.972315,0.000008069117,0.000001582575,0.007939775,0.003320765,0.01582726],"study_design_scores_gemma":[0.0004313309,0.002895716,0.005849365,0.00007566647,9.543487e-7,0.000002356227,0.9805353,0.0001748933,0.00002978024,0.0001684029,0.009764621,0.00007166935],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729002,0.0003116313,0.00002793889,0.009894487,0.00006355075,0.002472722,0.00003904118,0.00002048191,0.01426991],"genre_scores_gemma":[0.998798,0.0001644217,0.000007594831,0.0003304449,0.0000113337,0.0002099495,0.000005943054,0.000005726789,0.0004665788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02589777,"threshold_uncertainty_score":0.9973199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2416896380694276,"score_gpt":0.6217672588016238,"score_spread":0.3800776207321962,"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."}}