{"id":"W4324349383","doi":"10.1016/j.auec.2023.03.002","title":"Shaping the future design of paramedicine: A knowledge to action framework to support paramedic system modernization","year":2023,"lang":"en","type":"article","venue":"Australasian Emergency Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Brock University; Island Health","funders":"Monash University","keywords":"Modernization theory; Operationalization; Process management; Context (archaeology); Action plan; Action (physics); Knowledge management; Service (business); Plan (archaeology); Engineering management; Computer science; Business; Engineering; Political science; Marketing; Management","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":[0.0002972,0.0003018987,0.000468864,0.0002897965,0.000250476,0.000006693085,0.0002446496,0.0002194364,0.0002636777],"category_scores_gemma":[0.0002916302,0.0002214248,0.0001734058,0.002167825,0.00004806125,0.00007363019,0.00008759493,0.0003372922,0.0003272552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451128,"about_ca_system_score_gemma":0.0001442455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000258889,"about_ca_topic_score_gemma":0.0000476748,"domain_scores_codex":[0.9978043,0.00009793668,0.0006304231,0.0004543441,0.0005059023,0.0005070452],"domain_scores_gemma":[0.99843,0.00006216141,0.0001248289,0.0005391848,0.0005630184,0.0002808538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004098048,0.0001368507,0.02983159,0.004656246,0.0007328767,0.0001289788,0.1138245,0.005951698,0.004290065,0.002751528,0.7622393,0.07504661],"study_design_scores_gemma":[0.001966533,0.005536526,0.1580938,0.006128063,0.002266536,0.0001538168,0.7117156,0.002863796,0.006845701,0.000565034,0.1020006,0.001863981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7612895,0.01184391,0.1300831,0.03545136,0.03350764,0.01241336,0.0003200877,0.002471342,0.0126197],"genre_scores_gemma":[0.9952006,0.001062467,0.0007848578,0.0001897584,0.001567156,0.0002521483,0.00009958276,0.0000545418,0.0007888841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6602387,"threshold_uncertainty_score":0.9029439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07096597880873232,"score_gpt":0.370702931266043,"score_spread":0.2997369524573107,"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."}}