{"id":"W4318755433","doi":"10.1186/s12998-023-00480-6","title":"A qualitative study exploring perceived barriers and enablers to fidelity of training and delivery for an intervention to reduce non-indicated imaging for low back pain","year":2023,"lang":"en","type":"article","venue":"Chiropractic & Manual Therapies","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Intervention (counseling); Fidelity; Qualitative research; Physical therapy; Training (meteorology); Rehabilitation; Medical education; Physical medicine and rehabilitation; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003888438,0.0001656988,0.0003556216,0.0002696169,0.0001516116,0.00003585195,0.00005496195,0.00003461596,0.00001604598],"category_scores_gemma":[0.002686408,0.000143542,0.00009040964,0.0002292377,0.00008653677,0.0003448547,0.00003307498,0.00008955099,0.000001918839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004652246,"about_ca_system_score_gemma":0.0000369695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001412651,"about_ca_topic_score_gemma":0.00003299711,"domain_scores_codex":[0.99844,0.0003736355,0.0003896084,0.0003942142,0.0001629735,0.0002395996],"domain_scores_gemma":[0.9982244,0.001055255,0.000127137,0.000169034,0.0002088715,0.00021525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001848778,0.0002185981,0.0008258234,0.001573405,0.0002477124,9.93492e-7,0.771274,0.00002180073,0.1030624,0.00001304277,0.0001813135,0.1207321],"study_design_scores_gemma":[0.002605668,0.003756324,0.09776928,0.0004984143,0.00006242499,9.588059e-7,0.8923166,0.001773804,0.0005448423,0.0003225827,0.0001745549,0.0001745859],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930739,0.00005481837,0.002619027,0.001292708,0.000114385,0.002766761,0.00001851701,0.00004706822,0.00001285284],"genre_scores_gemma":[0.9945756,0.0000228966,0.004390477,0.0002095634,0.00007071873,0.0005631636,0.00003743238,0.00003133258,0.00009884031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1210425,"threshold_uncertainty_score":0.5853471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1082342247469525,"score_gpt":0.4113216831449987,"score_spread":0.3030874583980462,"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."}}