{"id":"W4282929611","doi":"10.1002/mus.27660","title":"Gold Coast criteria expand clinical trial eligibility in amyotrophic lateral sclerosis","year":2022,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Amyotrophic lateral sclerosis; Medicine; Physical medicine and rehabilitation; Clinical trial; Gold coast; Internal medicine; Disease; Geography","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":[0.002728035,0.0003110678,0.0008747198,0.000240122,0.000213403,0.00008745725,0.0004444889,0.0001700223,0.00325217],"category_scores_gemma":[0.0004377765,0.00028248,0.000429925,0.0007393167,0.000210535,0.000187068,0.0008410193,0.001461291,0.00008689056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005186838,"about_ca_system_score_gemma":0.0002725781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798394,"about_ca_topic_score_gemma":0.0001864724,"domain_scores_codex":[0.9945332,0.001183327,0.001291369,0.0009965072,0.001105074,0.0008904851],"domain_scores_gemma":[0.9980382,0.0002431944,0.0001737234,0.0009835494,0.0001175469,0.0004437482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1912369,0.01274038,0.3997477,0.0003375444,0.0003800999,0.002169075,0.002865979,0.0001774923,0.1835646,0.000232665,0.1111396,0.09540793],"study_design_scores_gemma":[0.05792582,0.003205415,0.9279718,0.00007770417,0.00003732179,0.00002070311,0.0001023007,0.0009022798,0.0000799054,0.0001782339,0.009183265,0.0003152252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916785,0.000154898,0.000004430412,0.00501839,0.0009921857,0.001453177,0.00007416868,0.0001200453,0.0005041888],"genre_scores_gemma":[0.9957528,0.0001073992,0.0001805595,0.001970404,0.0006311316,0.000415148,0.0000920442,0.00006661606,0.0007839415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5282241,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1503978860298135,"score_gpt":0.4131868494800521,"score_spread":0.2627889634502386,"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."}}