{"id":"W4288058645","doi":"10.1097/phm.0000000000001768","title":"Validity and Diagnosis in Physical and Rehabilitation Medicine","year":2021,"lang":"en","type":"article","venue":"American Journal of Physical Medicine & Rehabilitation","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Medicine; Fibromyalgia; Physical therapy; Rehabilitation; Chronic pain; Physical medicine and rehabilitation; Medical diagnosis; Conceptualization; MEDLINE; Disease; Musculoskeletal pain; Etiology; Intensive care medicine; Psychiatry; 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":[0.05178557,0.0003963909,0.001156635,0.006285844,0.001839935,0.005453378,0.0015587,0.001350192,0.004870046],"category_scores_gemma":[0.183051,0.0004079698,0.001654955,0.005447402,0.005942824,0.00415133,0.005376835,0.002178411,0.0007328197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004676595,"about_ca_system_score_gemma":0.008009334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007105439,"about_ca_topic_score_gemma":0.005898991,"domain_scores_codex":[0.9356986,0.03794939,0.006718858,0.002649027,0.01540036,0.001583856],"domain_scores_gemma":[0.8140118,0.133392,0.02058979,0.006749523,0.02230455,0.00295242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001828275,0.0004709276,0.6291695,0.002844203,0.0005946523,0.0002152345,0.004092789,0.001852635,0.0002623991,0.06574865,0.008214408,0.2863518],"study_design_scores_gemma":[0.0001317758,0.0005799264,0.7916733,0.01244841,0.0004648876,0.001690474,0.007319333,0.0122445,0.0008906833,0.1297425,0.04265888,0.000155303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5648702,0.07816455,0.08238176,0.06415441,0.004390676,0.002763429,0.003112967,0.000360663,0.1998013],"genre_scores_gemma":[0.9742823,0.005113325,0.01621155,0.001707864,0.0004757807,0.0005081757,0.0005224255,0.00002826791,0.001150364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05178557,"threshold_uncertainty_score":0.2738715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009943912544491,"score_gpt":0.3195426134259306,"score_spread":0.3094431743004857,"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."}}