{"id":"W4414609280","doi":"10.3390/a18100606","title":"Impact of an Educational Intervention on BPPV Management: An Interrupted Time Series Analysis","year":2025,"lang":"en","type":"article","venue":"Algorithms","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Science North; Laurentian University","funders":"","keywords":"Interrupted Time Series Analysis; Supine position; Interrupted time series; Intervention (counseling); Benign paroxysmal positional vertigo; Confounding","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01225207,0.0005092679,0.001285959,0.0007698811,0.0002444613,0.000670593,0.0006702972,0.0005844516,0.002703084],"category_scores_gemma":[0.03590655,0.0001736398,0.001879483,0.001072139,0.000298421,0.0004481142,0.0005903916,0.001083205,0.0001688743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008376018,"about_ca_system_score_gemma":0.0009956377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004325553,"about_ca_topic_score_gemma":0.001708707,"domain_scores_codex":[0.9904858,0.006537118,0.0007531428,0.0007456978,0.001002683,0.0004754385],"domain_scores_gemma":[0.9697823,0.02257184,0.004337142,0.00145367,0.001193485,0.0006615575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07816906,0.01104828,0.6309333,0.002720437,0.01544005,0.000535159,0.001483422,0.02554107,0.003036715,0.001859992,0.001869995,0.2273624],"study_design_scores_gemma":[0.001648935,0.03876191,0.825208,0.0003912066,0.008164383,0.0002097442,0.0008229971,0.1175593,0.00261145,0.0009915985,0.003522919,0.0001076315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888587,0.001109933,0.007821508,0.0001994557,0.0001268682,0.0003479001,0.0006022052,0.00004678727,0.0008867461],"genre_scores_gemma":[0.9957722,0.0003119217,0.002423525,0.00005905197,0.00005009783,0.0004471888,0.0005495933,0.000009955303,0.0003765012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01225207,"threshold_uncertainty_score":0.06479585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148516704478121,"score_gpt":0.3345735295116801,"score_spread":0.3230883624668989,"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."}}