{"id":"W3179296442","doi":"10.1111/jsr.13435","title":"Symptom network analysis of the sleep disorders diagnostic criteria based on the clinical text of the ICSD‐3","year":2021,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Mental Health Research Topics","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; Université Laval; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Medical diagnosis; Medicine; Nosology; Psychology; 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":[0.001948548,0.0006957279,0.0004589934,0.006251441,0.0005323084,0.001223293,0.0005298905,0.0003593003,0.004403521],"category_scores_gemma":[0.01296286,0.0001623095,0.001048468,0.004223905,0.0004294763,0.00102461,0.001409481,0.0005596909,0.0005803669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206593,"about_ca_system_score_gemma":0.001166932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00754523,"about_ca_topic_score_gemma":0.006592185,"domain_scores_codex":[0.9979594,0.0008515561,0.000261655,0.0003858813,0.000427549,0.0001139717],"domain_scores_gemma":[0.993935,0.003738063,0.0008829468,0.0002640583,0.001032946,0.0001469266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001323396,0.000223968,0.59736,0.00178905,0.001180964,0.001125993,0.003763766,0.07021322,0.008791162,0.02261975,0.01328303,0.2783257],"study_design_scores_gemma":[0.0001202312,0.0003865088,0.5301884,0.0004539141,0.0008658654,0.001367513,0.003512239,0.3998644,0.003461436,0.04105011,0.01861034,0.0001189182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7372097,0.001342639,0.2252923,0.0009088286,0.0001131187,0.001497492,0.0185537,0.0006660454,0.01441611],"genre_scores_gemma":[0.9076887,0.0003909313,0.07576822,0.00005889247,0.00003455878,0.001035252,0.01326148,0.00006516055,0.001696859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00754523,"threshold_uncertainty_score":0.01500261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1756158781540295,"score_gpt":0.5342445989505211,"score_spread":0.3586287207964916,"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."}}