{"id":"W6979913907","doi":"","title":"An Analytical Framework for Mental Healthcare Operations Management","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Mental healthcare; Context (archaeology); Mental health; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001883791,0.0008287693,0.0009130589,0.0007071849,0.007127004,0.0001853738,0.0006295291,0.002043388,0.0007721711],"category_scores_gemma":[0.0005558715,0.0008439794,0.0003772709,0.0009401774,0.00004246371,0.0007035621,0.0001122903,0.0036084,0.0009062129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001921794,"about_ca_system_score_gemma":0.0004703839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006764941,"about_ca_topic_score_gemma":0.007527415,"domain_scores_codex":[0.993114,0.001078249,0.001991138,0.001674411,0.0008388649,0.001303346],"domain_scores_gemma":[0.9961065,0.0004108747,0.0003174693,0.001177625,0.001147543,0.0008399546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002061306,0.000242618,0.0000229441,0.003095122,0.0002692047,0.00002135487,0.00023496,0.0006955541,0.000149659,0.956257,0.0001086482,0.03869675],"study_design_scores_gemma":[0.005221609,0.002701247,0.001701421,0.01854445,0.002911911,0.00002645233,0.05218048,0.09149774,0.001029876,0.2837656,0.5334987,0.006920534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.828887,0.00177952,0.0005604326,0.005343406,0.02942677,0.02554946,0.02190047,0.002766274,0.08378669],"genre_scores_gemma":[0.8025454,0.001426549,0.1067112,0.004392971,0.0008386478,0.006561256,0.03524621,0.0007818092,0.04149599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6724915,"threshold_uncertainty_score":0.9998717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06531032728768378,"score_gpt":0.4336572441798164,"score_spread":0.3683469168921326,"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."}}