{"id":"W4321461085","doi":"10.22605/rrh8098","title":"Effectiveness of a rapid access musculoskeletal service in rural primary care","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Referral; Medicine; Service (business); Nursing; Session (web analytics); Workload; Physical therapy; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004114302,0.0001301656,0.0004214595,0.0001955341,0.00006530494,0.000007168393,0.00005933983,0.00008365857,0.000008816448],"category_scores_gemma":[0.00002740537,0.00009357194,0.00009605758,0.0007130844,0.0000593271,0.0000975138,0.00006742965,0.0001532524,0.000006730555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009281997,"about_ca_system_score_gemma":0.0001705593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003115181,"about_ca_topic_score_gemma":0.0001697986,"domain_scores_codex":[0.9988765,0.0001924547,0.0002901704,0.0001739788,0.0001967381,0.00027012],"domain_scores_gemma":[0.9994404,0.0001208607,0.00007424705,0.0001489758,0.00008757869,0.0001279436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005646248,0.0001089748,0.02411492,0.07326052,0.00003317717,0.00000742254,0.002209304,0.00002296875,0.004958189,0.000106225,0.00005326652,0.8945604],"study_design_scores_gemma":[0.0018897,0.0006692949,0.9921427,0.002242577,0.00001248639,0.000007264275,0.002083446,0.0004502922,0.0000404337,0.0002724963,0.00009001391,0.00009925244],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932072,0.00259048,0.00001485939,0.002552978,0.0001302889,0.0008909773,0.0000089489,0.00005447907,0.000549828],"genre_scores_gemma":[0.9972768,0.002009033,0.0001081244,0.0002665385,0.00003729564,0.000005867407,0.0002492882,0.00001595296,0.00003104642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9680278,"threshold_uncertainty_score":0.4709243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122445118792013,"score_gpt":0.3215924623790089,"score_spread":0.3103680111910888,"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."}}