{"id":"W4390351050","doi":"10.1136/bmjopen-2023-071571","title":"What is the optimal assessment of speech? A multicentre, international evaluation of speech assessment in 2500 patients with a cleft","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Cleft Lip and Palate Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Erasmus Medisch Centrum; European Commission; Harvard University","keywords":"Medicine; Prom; Ceiling effect; Context (archaeology); Patient-reported outcome; Univariate; Physical therapy; Audiology; Quality of life (healthcare); Multivariate statistics; Alternative medicine; Statistics; Pathology","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":[0.006810734,0.0005680965,0.0006673879,0.001753585,0.0008532863,0.001116004,0.0005680304,0.000598745,0.0008069651],"category_scores_gemma":[0.01415682,0.0003477082,0.0005115067,0.001398673,0.0008285674,0.001326506,0.001668747,0.0004309081,0.0003343889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022557,"about_ca_system_score_gemma":0.0008990027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002692436,"about_ca_topic_score_gemma":0.002789075,"domain_scores_codex":[0.9965419,0.001767718,0.0006085098,0.0004270257,0.0004580347,0.0001967225],"domain_scores_gemma":[0.9944507,0.001468146,0.001764549,0.000339935,0.00100352,0.000973193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001061847,0.0004586131,0.9829193,0.00005846831,0.00005839386,0.0001816561,0.001136536,0.0001421978,0.0005082606,0.00002869157,0.0002264428,0.01321954],"study_design_scores_gemma":[0.0001241237,0.002956349,0.9941771,0.0000300649,0.00004907191,0.00062124,0.001099224,0.0003402618,0.0002733513,0.00002143004,0.0002851902,0.00002265962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991325,0.0001936298,0.0001120206,0.00002489728,0.000003069518,0.0001044654,0.000150736,0.000003205775,0.0002755117],"genre_scores_gemma":[0.9985105,0.0001462827,0.0006661544,0.00003769645,0.000006569078,0.0001673166,0.0003881259,0.000003647216,0.00007369543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006810734,"threshold_uncertainty_score":0.03601909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07175116847818741,"score_gpt":0.4638157520448187,"score_spread":0.3920645835666313,"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."}}