{"id":"W6964849091","doi":"10.25959/25000679","title":"Understanding the management of osteoarthritis in Tasmania and a novel approach to change","year":2023,"lang":"en","type":"dissertation","venue":"University of Tasmania","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteoarthritis; Guideline; Viscosupplementation; Physical activity; Knee replacement; Disease management; Weight management; Pain management; MEDLINE","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":[0.009420502,0.0008915187,0.0009026156,0.001989932,0.00505414,0.007570944,0.002537078,0.00438108,0.01006406],"category_scores_gemma":[0.01398852,0.0004512831,0.001535936,0.001493512,0.008673063,0.007863035,0.005748496,0.01128335,0.002055581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0141533,"about_ca_system_score_gemma":0.0360506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04277951,"about_ca_topic_score_gemma":0.07177773,"domain_scores_codex":[0.9939032,0.002962389,0.0003938481,0.0004755928,0.001340479,0.0009244501],"domain_scores_gemma":[0.9940826,0.001277604,0.0005480027,0.0002025363,0.002111641,0.001777636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001331331,0.0005599149,0.006341053,0.004518922,0.0001670769,0.001347635,0.05459578,0.0008271672,0.0009782977,0.1815287,0.3894933,0.3595091],"study_design_scores_gemma":[0.00008622414,0.0004079883,0.008904574,0.01355221,0.0001572624,0.001834554,0.05621614,0.001131519,0.0003785903,0.1059526,0.8112456,0.0001326433],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008169727,0.09495198,0.00874179,0.8116688,0.02299137,0.0002002971,0.000179786,0.0001919708,0.05290432],"genre_scores_gemma":[0.2942138,0.2932474,0.06488639,0.2867249,0.01819041,0.0008702684,0.0005378563,0.0001843415,0.04114468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04277951,"threshold_uncertainty_score":0.1026899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07498384485278858,"score_gpt":0.2427401837345112,"score_spread":0.1677563388817226,"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."}}