{"id":"W7111275232","doi":"10.1371/journal.pone.0332430.s014","title":"Summary of Biosample Processing.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biobank; Amyotrophic lateral sclerosis; Translational science; Translational research; Data collection; Protocol (science); Activities of daily living; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007029703,0.002191032,0.001326991,0.00487666,0.001539426,0.005010182,0.002489127,0.001674815,0.3371069],"category_scores_gemma":[0.02891617,0.0009841945,0.001523981,0.003959766,0.0006163941,0.001764729,0.003029728,0.001511742,0.217892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001093792,"about_ca_system_score_gemma":0.004812712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006053716,"about_ca_topic_score_gemma":0.006846034,"domain_scores_codex":[0.9956396,0.00078587,0.0008190683,0.001099626,0.001353862,0.0003019487],"domain_scores_gemma":[0.9865741,0.003914268,0.0006396319,0.002177354,0.006162784,0.0005317449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001046798,0.0001260825,0.005621264,0.002124929,0.0001150811,0.0005824875,0.0005237333,0.0007981305,0.004012649,0.004443289,0.7377437,0.2428618],"study_design_scores_gemma":[0.0002145829,0.0001592493,0.009344785,0.000822494,0.00009502346,0.0004569128,0.0003580154,0.002243497,0.007047053,0.006675128,0.9724777,0.0001056398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.006347934,0.001707033,0.1404321,0.003519439,0.003794004,0.007915014,0.6638491,0.07432282,0.09811255],"genre_scores_gemma":[0.0307025,0.001818069,0.2977149,0.005918134,0.00171293,0.02020202,0.5285786,0.03063086,0.08272193],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3371069,"threshold_uncertainty_score":0.9455366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06550801070323015,"score_gpt":0.3476969556459378,"score_spread":0.2821889449427076,"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."}}