{"id":"W2120253756","doi":"10.1080/146608202320374408","title":"Biochemical markers: Summary","year":2002,"lang":"en","type":"article","venue":"Amyotrophic Lateral Sclerosis and Other Motor Neuron Disorders","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computational biology; Biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001125888,0.0004197976,0.0004857272,0.0001689197,0.0001901466,0.0001167749,0.0002259413,0.000227689,0.002795322],"category_scores_gemma":[0.00005077149,0.0003316928,0.0002378819,0.0003144149,0.000415436,0.000190831,0.0001771952,0.0004649006,0.0002043131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007344978,"about_ca_system_score_gemma":0.00001433164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003193954,"about_ca_topic_score_gemma":0.00001099723,"domain_scores_codex":[0.9972938,0.0001250438,0.0004256357,0.0007822613,0.0005582855,0.0008150197],"domain_scores_gemma":[0.99875,0.00006509148,0.00008605613,0.0005326833,0.00004582844,0.0005203025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001770927,0.001668532,0.1844331,0.000386532,0.000443841,0.000086149,0.0006273769,0.000008802365,0.6856041,0.0004155993,0.04695982,0.0775952],"study_design_scores_gemma":[0.003912591,0.001332705,0.9451109,0.0002911891,0.00009073959,0.00004124339,0.00002399064,0.002826363,0.0002541487,0.0002017582,0.04530829,0.0006060468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871463,0.001887808,0.000007756246,0.0057992,0.0001468638,0.0006935115,0.00002648782,0.0001890422,0.004103058],"genre_scores_gemma":[0.9883062,0.003955098,0.0002256803,0.00409136,0.0002124821,0.00007191105,0.000008378405,0.0001225756,0.003006261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7606778,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0318411473160668,"score_gpt":0.2447486173365268,"score_spread":0.21290747002046,"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."}}