{"id":"W4415720112","doi":"10.3390/healthcare13212754","title":"My Amyotrophic Lateral Sclerosis (ALS) Journey from Weakness to Diagnosis: A Journey of Hope","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Winnipeg","funders":"Canadian Institutes of Health Research","keywords":"Amyotrophic lateral sclerosis; Weakness; Disease; Population; Muscle weakness; Community engagement; Motor neurone disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004517808,0.0003440708,0.0009764572,0.0005482838,0.0002288971,0.00007188257,0.0004410545,0.0003230494,0.0008403565],"category_scores_gemma":[0.0004223892,0.0002878613,0.0002541723,0.001256403,0.0001301039,0.0001604526,0.0003244891,0.0008303478,0.0001820045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000488014,"about_ca_system_score_gemma":0.0007090339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009568149,"about_ca_topic_score_gemma":0.0006529539,"domain_scores_codex":[0.996204,0.0003502617,0.0009480764,0.0006782804,0.0009146118,0.000904731],"domain_scores_gemma":[0.9970921,0.0002017963,0.0001760992,0.0009045686,0.0007291856,0.0008962848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001673214,0.0006054951,0.8868747,0.001369152,0.000403112,0.0001403885,0.002417744,0.00002986948,0.02162699,0.0007335146,0.0287863,0.05533955],"study_design_scores_gemma":[0.002151953,0.0005977391,0.9799551,0.004825298,0.00008603279,0.00000839428,0.0002552878,0.00008682456,0.003629233,0.0005729471,0.007586134,0.0002450419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9068521,0.002867525,0.00008002814,0.0879915,0.0004508075,0.00110158,0.000155133,0.00009844782,0.0004028857],"genre_scores_gemma":[0.9875106,0.002701184,0.001161389,0.006952843,0.000387624,0.0003048924,0.00005258011,0.00006042332,0.000868445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09308045,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08013544661341035,"score_gpt":0.3696672371298297,"score_spread":0.2895317905164193,"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."}}