{"id":"W4395668637","doi":"10.1186/s12875-024-02381-w","title":"Assessment and management of chronic insomnia disorder: an algorithm for primary care physicians","year":2024,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Sleep and related disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Idorsia Pharmaceuticals","keywords":"Primary care; Chronic insomnia; Insomnia; Primary Insomnia; Medicine; Psychiatry; Algorithm; Psychology; Family medicine; Computer science; Sleep disorder","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":[0.02296119,0.001831054,0.001862504,0.005540036,0.003220408,0.004150844,0.003464754,0.003481917,0.003423817],"category_scores_gemma":[0.05183405,0.001021113,0.002268588,0.002731814,0.001349342,0.005862804,0.004527873,0.003931101,0.002288599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005991179,"about_ca_system_score_gemma":0.01413033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009163572,"about_ca_topic_score_gemma":0.0141545,"domain_scores_codex":[0.9855862,0.005683776,0.003695902,0.0009911789,0.003418729,0.0006241583],"domain_scores_gemma":[0.9733374,0.005976626,0.003704273,0.001134968,0.01336687,0.002479815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006753905,0.002644692,0.3253732,0.002770155,0.0003458989,0.001573463,0.005567243,0.007070723,0.001794658,0.003959058,0.1347855,0.5134401],"study_design_scores_gemma":[0.003016006,0.005368275,0.6113758,0.01371845,0.001108954,0.01107294,0.0197623,0.126518,0.004838225,0.0313495,0.1709281,0.0009434482],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2565688,0.01414344,0.334316,0.2665958,0.003872002,0.06384444,0.006146028,0.008512769,0.04600082],"genre_scores_gemma":[0.1657939,0.003581294,0.8108986,0.004102768,0.0004246608,0.00993042,0.003144713,0.0001331858,0.001990367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02296119,"threshold_uncertainty_score":0.1214318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0089031035224104,"score_gpt":0.2966800549708993,"score_spread":0.2877769514484889,"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."}}