{"id":"W6986399096","doi":"","title":"Pathways of resilience in families of children with neurodisabilities.","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Resilience (materials science); Psychological resilience; Vulnerability (computing); Perspective (graphical); Qualitative research","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.005144015,0.0005116934,0.001083437,0.001703195,0.00034668,0.0001337338,0.002939629,0.0002683559,0.0001262785],"category_scores_gemma":[0.008225419,0.0004186595,0.0002696553,0.0035813,0.0002589454,0.0006113454,0.0005790398,0.0007005645,0.0000408388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556026,"about_ca_system_score_gemma":0.0001663166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137601,"about_ca_topic_score_gemma":0.00475481,"domain_scores_codex":[0.9919407,0.0005742639,0.002108649,0.001948104,0.002901448,0.0005267978],"domain_scores_gemma":[0.9935752,0.001544824,0.001244921,0.002689013,0.0008119279,0.0001341856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005880612,0.0009393326,0.01558236,0.0006203783,0.0001781138,0.00002409951,0.0001878943,0.003160384,0.004519937,0.1068561,0.0001504549,0.8671929],"study_design_scores_gemma":[0.004252885,0.001295898,0.7027296,0.004511633,0.0004266408,0.00001874446,0.02245896,0.0007426467,0.09501784,0.1485402,0.01695512,0.003049792],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166412,0.0001207864,0.000001092839,0.000008460232,0.0009322719,0.0006223567,0.001733866,0.00005541611,0.07988448],"genre_scores_gemma":[0.991649,0.0000570115,0.0005097154,0.00003883928,0.000009103904,0.00002976212,0.0003230775,0.00003176957,0.007351689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8641431,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04459104832285502,"score_gpt":0.2945599182857229,"score_spread":0.2499688699628679,"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."}}