{"id":"W4411029221","doi":"10.21203/rs.3.rs-6732926/v1","title":"Barriers to Paramedic Professionalisation: A Qualitative Enquiry Across the UK, Canada, Australia, USA and the Republic of Ireland.","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Qualitative research; Geography; Political science; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01414685,0.0002863033,0.0006833471,0.001422835,0.009791769,0.004628321,0.001579698,0.001840212,0.003062894],"category_scores_gemma":[0.03159257,0.0007751915,0.0003171563,0.002798446,0.0062805,0.003552445,0.006038958,0.003404523,0.0002827837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02362649,"about_ca_system_score_gemma":0.04649628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5116323,"about_ca_topic_score_gemma":0.6447695,"domain_scores_codex":[0.9926797,0.003882891,0.0003689802,0.0003501707,0.0009088401,0.001809499],"domain_scores_gemma":[0.967195,0.02295291,0.002331231,0.0004227834,0.004283271,0.002814861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003911772,0.00003087221,0.006873704,0.000186064,0.000003185728,0.0001880991,0.9880305,0.00001573762,0.0002147156,0.000416163,0.0007581617,0.00324374],"study_design_scores_gemma":[0.000003014015,0.00001822855,0.007195026,0.0001662037,0.000002506267,0.00003249712,0.9899014,0.00001903589,0.00005923323,0.00004696964,0.002549449,0.000006471578],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890294,0.0009724675,0.000412498,0.003825929,0.0000499143,0.0003535833,0.0003326489,0.000007588116,0.005015967],"genre_scores_gemma":[0.9920997,0.001316602,0.0004183289,0.001400273,0.000009957397,0.0004277158,0.0001063727,0.00001912086,0.004201922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4883677,"threshold_uncertainty_score":0.9824876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.243358143509974,"score_gpt":0.6105868141049927,"score_spread":0.3672286705950187,"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."}}