{"id":"W3185595341","doi":"10.1145/3477127.3477128","title":"Prediction of quality of life in people with ALS","year":2021,"lang":"en","type":"article","venue":"ACM SIGAPP Applied Computing Review","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality of life (healthcare); Logistic regression; Amyotrophic lateral sclerosis; Medicine; Physical therapy; Disease; Physical medicine and rehabilitation; Psychology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001136577,0.000126189,0.001023501,0.000048887,0.00002134779,0.000004195204,0.0001827381,0.00006142045,0.0001236869],"category_scores_gemma":[0.0008998441,0.0000959423,0.00008464397,0.000835484,0.00006617165,0.00002131071,0.0002264155,0.000238064,0.000008443682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000533553,"about_ca_system_score_gemma":0.0002814312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081995,"about_ca_topic_score_gemma":0.00001635074,"domain_scores_codex":[0.9978984,0.0001454109,0.0008931987,0.0002982883,0.0005435938,0.0002211092],"domain_scores_gemma":[0.9982735,0.0003458497,0.0003067073,0.0007303911,0.0002360679,0.0001075117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005732488,0.001360477,0.632441,0.07781839,0.0004776191,0.00002611421,0.001006829,0.0002789106,0.1486462,0.003844066,0.002055637,0.1314715],"study_design_scores_gemma":[0.002042518,0.0001612177,0.9820334,0.01196133,0.0000907274,0.00001328125,0.00006427633,0.0001784123,0.00258666,0.0001582852,0.0005748518,0.0001350262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778439,0.01770856,0.0004399874,0.001543132,0.00002096931,0.0008462947,0.000005781938,0.00003144993,0.001559947],"genre_scores_gemma":[0.9883569,0.007380048,0.003493185,0.0006334935,0.000046163,0.00001924961,0.0000317446,0.0000164918,0.00002271676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3495924,"threshold_uncertainty_score":0.3912413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08616497048762772,"score_gpt":0.345457984342283,"score_spread":0.2592930138546553,"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."}}