{"id":"W2275718366","doi":"10.3233/nre-151218","title":"Predicting use of case management support services for adolescents and adults living in community following brain injury: A longitudinal Canadian database study with implications for life care planning","year":2015,"lang":"en","type":"article","venue":"Neurorehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Logistic regression; Independent living; Longitudinal study; Service (business); Medicine; Gerontology; Community integration; Psychology; Database; Business; Physical therapy; Computer science; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002305293,0.0003561964,0.0004389409,0.001879046,0.001931596,0.001387237,0.001615742,0.0006203165,0.001929868],"category_scores_gemma":[0.005924449,0.0004733419,0.0008730295,0.004402412,0.0004297171,0.0007227152,0.00120344,0.001152027,0.0002358836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009855057,"about_ca_system_score_gemma":0.01409574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9566613,"about_ca_topic_score_gemma":0.9621934,"domain_scores_codex":[0.9988685,0.000158751,0.0001080314,0.0002249562,0.0003453674,0.0002945364],"domain_scores_gemma":[0.996705,0.0003079156,0.001050238,0.0002062903,0.001096808,0.0006337937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003380304,0.00003154181,0.9985024,0.00001534852,0.00002613517,0.00002631954,0.0002163615,0.00001737498,0.00002265558,0.00002324359,0.0002868393,0.0007979379],"study_design_scores_gemma":[0.000006892771,0.00002249997,0.9986192,0.00002016932,0.00001933763,0.00003146562,0.0007886775,0.0002182102,0.00001233092,0.000009556933,0.0002467915,0.000004890793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928733,0.0003282441,0.0001085997,0.0002386426,0.000006350295,0.00009272476,0.005699106,0.000005677437,0.0006472867],"genre_scores_gemma":[0.9937105,0.0004809875,0.000375552,0.00009947704,0.000005504507,0.00007350719,0.004939883,0.00000470566,0.0003100109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04333872,"threshold_uncertainty_score":0.08718783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167181688966703,"score_gpt":0.3912211611315146,"score_spread":0.2745029922348443,"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."}}