{"id":"W7081991073","doi":"10.20381/ruor-31391","title":"A Multi-Modal Assessment of Support Use Among Multiple Sclerosis Family Caregivers in Canada","year":2025,"lang":"en","type":"dissertation","venue":"University of Ottawa - Library","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Family caregivers; Resource (disambiguation); Diversity (politics); Service (business); Health care; Quality of life (healthcare); Service provider","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"],"consensus_categories":[],"category_scores_codex":[0.0000570316,0.0001896742,0.000380168,0.0002213401,0.00006716776,0.00002030821,0.001096296,0.0001799291,0.00007578238],"category_scores_gemma":[0.00002775701,0.0002456672,0.0001125723,0.000407347,0.00004439285,0.0008090193,0.0002718321,0.000256627,3.501063e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141708,"about_ca_system_score_gemma":0.003419686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7045568,"about_ca_topic_score_gemma":0.6750473,"domain_scores_codex":[0.9988096,0.00006277351,0.0002442655,0.0004116547,0.0002568008,0.0002148593],"domain_scores_gemma":[0.9989501,0.0001377029,0.0003319817,0.0004134116,0.00008833918,0.00007850768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003131356,0.0001478345,0.9775278,0.0007336528,0.0001160871,0.0002538395,0.00176151,0.002265414,0.001090395,0.0006933692,0.0143277,0.001051101],"study_design_scores_gemma":[0.0007246578,0.00002236247,0.9760448,0.0003622579,0.00002084135,2.790677e-7,0.004946411,0.0127467,0.001280551,0.00001102734,0.003606125,0.0002339405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639313,0.00003031785,0.0008200009,0.0001329362,0.0003429027,0.00026032,0.0001888915,0.00004759407,0.03424571],"genre_scores_gemma":[0.9679099,0.00003426855,0.01347905,0.00002519248,0.000003994053,4.268521e-7,0.0005070131,0.000003358232,0.01803685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02950953,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834683772364692,"score_gpt":0.1882246204642296,"score_spread":0.1698777827405827,"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."}}