{"id":"W7011227454","doi":"","title":"Making the Case for Virtual Osteoarthritis Management Programs","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual patient; Virtual reality; Quality (philosophy); Quality of life (healthcare); Instructional simulation; Osteoarthritis; Best practice","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05645819,0.0006322908,0.0006607585,0.001651858,0.004616336,0.01560795,0.004910168,0.008868844,0.01570613],"category_scores_gemma":[0.1649807,0.000640995,0.001734805,0.001337735,0.007574362,0.02005859,0.01494468,0.01260497,0.002428979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007018435,"about_ca_system_score_gemma":0.02525176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004224266,"about_ca_topic_score_gemma":0.00955805,"domain_scores_codex":[0.9240336,0.0609387,0.002690258,0.001756275,0.008028069,0.002553012],"domain_scores_gemma":[0.8260624,0.1378311,0.00896659,0.005472857,0.010538,0.01112895],"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":[0.0003699588,0.0008072241,0.006358945,0.02374053,0.0001894901,0.001973017,0.05196729,0.001545599,0.0009899201,0.1981698,0.2026572,0.511231],"study_design_scores_gemma":[0.0003655658,0.0004828189,0.004157791,0.06729745,0.0002653381,0.001073404,0.06265385,0.001043229,0.001053805,0.07764242,0.783811,0.0001533676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.029076,0.030838,0.02073062,0.7978989,0.006622157,0.002162045,0.0003389259,0.0004900784,0.1118433],"genre_scores_gemma":[0.5398584,0.0483178,0.1342027,0.2513563,0.002817998,0.008539865,0.0004211646,0.0004855663,0.01400016],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05645819,"threshold_uncertainty_score":0.298583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814027314671695,"score_gpt":0.2135029337148534,"score_spread":0.1753626605681365,"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."}}