{"id":"W4388541012","doi":"10.1080/10903127.2023.2281372","title":"Wilderness Paramedic—A Practice Analysis","year":2023,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Specialty; Competence (human resources); Emergency medical services; Wilderness; Medical emergency; Family medicine; Medical education; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001643448,0.000289996,0.0005176591,0.00039384,0.0002170354,0.00001110129,0.0001723914,0.0001254464,0.001167199],"category_scores_gemma":[0.0005930306,0.000258381,0.0005995525,0.003388701,0.00007022868,0.0002199145,0.000133989,0.0002501218,0.0007270888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007603317,"about_ca_system_score_gemma":0.0000757866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002922805,"about_ca_topic_score_gemma":0.00008533977,"domain_scores_codex":[0.9976311,0.00004983481,0.0004916095,0.0005691138,0.0007009713,0.0005573893],"domain_scores_gemma":[0.9984045,0.00005363166,0.0001094366,0.0005695919,0.0006200474,0.0002428003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002369974,0.0003646109,0.7539644,0.0007824443,0.00833846,0.0005815118,0.03459781,0.0004208652,0.0002063798,0.0008055561,0.1212015,0.07849942],"study_design_scores_gemma":[0.0006606671,0.0004234144,0.8576831,0.00004051232,0.004872477,0.00001326637,0.03424076,0.0001830453,0.0001366911,0.0001389917,0.1011095,0.0004975335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8623598,0.01255367,0.0001816478,0.003545784,0.003366894,0.0006423102,0.00007835534,0.001022581,0.1162489],"genre_scores_gemma":[0.9919983,0.00406482,0.0002320297,0.000131661,0.0003754506,0.0001376962,0.0003416743,0.00004418322,0.002674227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1296384,"threshold_uncertainty_score":0.9999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512553738896454,"score_gpt":0.3411806983564397,"score_spread":0.3260551609674751,"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."}}