{"id":"W4220715067","doi":"10.1136/bmjopen-2021-054927","title":"Peripheral intravenous cannulation decision-making in emergency settings: a qualitative descriptive study","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Medicine; Thematic analysis; Emergency department; Qualitative research; Descriptive statistics; Nursing; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01547052,0.0004707073,0.000832472,0.001627076,0.0061108,0.003972036,0.00156112,0.001354545,0.003115293],"category_scores_gemma":[0.02464638,0.0009488744,0.0004046963,0.001924974,0.007518195,0.004431188,0.00370404,0.002218923,0.000353336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006912245,"about_ca_system_score_gemma":0.006838173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01116134,"about_ca_topic_score_gemma":0.01341017,"domain_scores_codex":[0.9897933,0.007206731,0.000413108,0.0005664491,0.0007406223,0.001279838],"domain_scores_gemma":[0.9718195,0.02174589,0.002115943,0.0004461642,0.001881028,0.001991397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002683822,0.00004752134,0.003342156,0.0002326379,0.000003544278,0.0005577832,0.9916927,0.00004307944,0.0002735833,0.0008596128,0.0003553756,0.002565287],"study_design_scores_gemma":[0.000004811859,0.00004613923,0.001490668,0.0002660967,0.000002637876,0.0002296824,0.9939024,0.00007753913,0.0001082467,0.0002649304,0.003596042,0.00001090066],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909558,0.0008751205,0.002014024,0.002068623,0.00004510763,0.0003272885,0.0002701904,0.00001293798,0.003430993],"genre_scores_gemma":[0.9947575,0.001049619,0.001332941,0.0007540768,0.00001492407,0.0004289799,0.00008973232,0.00001595276,0.001556338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547052,"threshold_uncertainty_score":0.08181691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132415895868469,"score_gpt":0.5097285027595932,"score_spread":0.3773126068911242,"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."}}