{"id":"W4399294170","doi":"10.1080/21678421.2024.2358805","title":"Serum heat shock protein concentrations are not associated with amyotrophic lateral sclerosis risk or survival in three European populations","year":2024,"lang":"en","type":"article","venue":"Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Amyotrophic lateral sclerosis; Medicine; Heat shock protein; Shock (circulatory); Internal medicine; Cardiology; Biology; Disease; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0009965112,0.0008067111,0.001015462,0.0004300269,0.0007366962,0.00092451,0.0002650316,0.0004047106,0.0003831604],"category_scores_gemma":[0.0001534956,0.0005769146,0.0002435587,0.001132041,0.0003416111,0.001221309,0.0001765535,0.001106751,0.00007455709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007580576,"about_ca_system_score_gemma":0.0002734921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506562,"about_ca_topic_score_gemma":0.01648644,"domain_scores_codex":[0.9940746,0.0009107428,0.001268543,0.001414734,0.001163473,0.001167841],"domain_scores_gemma":[0.9980907,0.0000857315,0.0002535376,0.0006468411,0.0003314005,0.0005917928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002166852,0.0007783417,0.8359812,0.0002812888,0.000552674,0.0005727087,0.001157144,0.002682947,0.1474145,0.001481339,0.000568911,0.006362055],"study_design_scores_gemma":[0.003699574,0.001059262,0.9524369,0.00230208,0.00021503,0.0000265434,0.0000389458,0.03852889,0.0006340881,0.0002529247,0.00007617833,0.0007296241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898231,0.0007285254,0.000689769,0.005224097,0.0004251253,0.002130787,0.0003969889,0.0004305875,0.0001510244],"genre_scores_gemma":[0.9952046,0.0005637936,0.001037646,0.0003212185,0.0006694861,0.0002477205,0.0006603489,0.0001991931,0.001095966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1467804,"threshold_uncertainty_score":0.9996682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08320187635040852,"score_gpt":0.2749973428210493,"score_spread":0.1917954664706407,"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."}}