{"id":"W6989993521","doi":"","title":"Comprehensive Needs Assessment for Deep Brain Stimulation in Canada, A Health Service Research Perspective","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deep brain stimulation; Referral; Health care; Stakeholder; Movement disorders; Service (business); Service delivery framework; Healthcare delivery","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":[0.03694328,0.001204487,0.002681421,0.01470642,0.006086948,0.007493429,0.003986991,0.002174863,0.003897728],"category_scores_gemma":[0.09022667,0.0008472238,0.004297839,0.02745583,0.002790896,0.002502622,0.004728751,0.003061329,0.0001516514],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.291779,"about_ca_system_score_gemma":0.5271466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878128,"about_ca_topic_score_gemma":0.99056,"domain_scores_codex":[0.9667667,0.01166645,0.003057559,0.001277189,0.01296629,0.004265891],"domain_scores_gemma":[0.900748,0.02568219,0.008023077,0.001274204,0.05166092,0.01261166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001454304,0.001382946,0.420654,0.03140469,0.01299291,0.001251138,0.01927987,0.02155431,0.00066981,0.06842604,0.1338585,0.2870715],"study_design_scores_gemma":[0.0008510158,0.002013096,0.7063552,0.04148582,0.006363917,0.0007780594,0.05418528,0.02766058,0.000673716,0.03357217,0.1248698,0.001191423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3925973,0.1458932,0.008482615,0.3026209,0.001461687,0.009180339,0.07369144,0.000183354,0.0658892],"genre_scores_gemma":[0.9041729,0.04021357,0.02320181,0.01638335,0.000287246,0.003003187,0.01100526,0.00004657523,0.00168595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.291779,"threshold_uncertainty_score":0.8214359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04601694316014963,"score_gpt":0.3404472102046225,"score_spread":0.2944302670444728,"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."}}