{"id":"W4292289507","doi":"10.12688/hrbopenres.13545.2","title":"Potential for Paramedic roles in Irish General Practice: A qualitative study of stakeholder’s perspectives","year":2022,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; Fanshawe College","funders":"Irish College of General Practitioners; National Institute for Health and Care Research; Health Research Board; Wellcome Trust; Wellcome","keywords":"Irish; Thematic analysis; Stakeholder; Nursing; Qualitative research; Psychology; Public relations; Medicine; Political science; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02341798,0.0005159628,0.0007519421,0.001350681,0.009445136,0.005200497,0.002328173,0.002273476,0.002952848],"category_scores_gemma":[0.02111291,0.0007734969,0.0005378556,0.001469724,0.009602262,0.005042332,0.00754342,0.004586121,0.000459644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154335,"about_ca_system_score_gemma":0.01112823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02493312,"about_ca_topic_score_gemma":0.04184843,"domain_scores_codex":[0.977047,0.01688978,0.0005524336,0.0008841766,0.001674338,0.002952292],"domain_scores_gemma":[0.9769943,0.0153497,0.00165384,0.0005701917,0.002070725,0.003361218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002212681,0.00002213277,0.002146812,0.0001088933,0.000002976851,0.0006867163,0.9927093,0.00002690144,0.0003555884,0.0006748583,0.0006787918,0.002564932],"study_design_scores_gemma":[0.000002602921,0.00002387947,0.000901017,0.0001110043,0.000001680989,0.0001570817,0.9932829,0.00003019814,0.00005861312,0.0001101667,0.005311622,0.000009203493],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798288,0.0007492676,0.001004516,0.008739053,0.0001304061,0.0001753041,0.0001120148,0.0000153172,0.009245494],"genre_scores_gemma":[0.9936594,0.0007665859,0.0007655966,0.002107974,0.00003896417,0.0002034187,0.00004635218,0.00002026333,0.002391324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02493312,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3751822054716155,"score_gpt":0.5864158521513582,"score_spread":0.2112336466797427,"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."}}