{"id":"W2901105516","doi":"10.2196/11119","title":"Simulation Modeling for Psychiatric Service Planning: Protocol for a Mixed-Methods Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Computer science; Service model; Service (business); Psychology; Psychiatry; Medicine; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08985116,0.004733216,0.005409313,0.00653375,0.004108195,0.005020706,0.005133631,0.005048426,0.1120801],"category_scores_gemma":[0.1111795,0.003175306,0.006453115,0.006190183,0.003236681,0.002886648,0.004080982,0.008226055,0.01313203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008255556,"about_ca_system_score_gemma":0.02537045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004603231,"about_ca_topic_score_gemma":0.006004071,"domain_scores_codex":[0.942736,0.03963944,0.008437206,0.002655834,0.004152897,0.002378627],"domain_scores_gemma":[0.923912,0.03545482,0.006911523,0.01220429,0.01903128,0.002486149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1099893,0.02137721,0.003948828,0.1901759,0.003739182,0.002401595,0.01373846,0.02868167,0.005815222,0.04397923,0.1486017,0.4275517],"study_design_scores_gemma":[0.1914996,0.02958221,0.01249296,0.1018461,0.003053598,0.0006033973,0.009799828,0.02438832,0.01100546,0.03692238,0.5777088,0.001097388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005492493,0.0001086319,0.004118981,0.00007824466,0.0001031898,0.9932475,0.001120069,0.00007764056,0.0005964462],"genre_scores_gemma":[0.0003264059,0.00004919511,0.0040541,0.00002545971,0.00000458539,0.9953632,0.00008177582,0.000004983797,0.00009013855],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1120801,"threshold_uncertainty_score":0.475184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7026244349522349,"score_gpt":0.7662465454696914,"score_spread":0.06362211051745648,"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."}}