{"id":"W4404139979","doi":"10.1080/21678421.2024.2403304","title":"Theme 7 Pre-Clinical Therapeutic Strategies","year":2024,"lang":"en","type":"article","venue":"Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Genomics Research Center, Academia Sinica; Japan Society for the Promotion of Science; Biogen; ALS Society of Canada; Medical Research Council; Canadian Institutes of Health Research; Academia Sinica; Japan Agency for Medical Research and Development; Québec Consortium for Drug Discovery; LifeArc; Motor Neurone Disease Association; Fondation Brain Canada; Motor Neurone Disease Australia","keywords":"Theme (computing); Medicine; Psychology; Intensive care medicine; History; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006045249,0.0003731816,0.0005361187,0.000146525,0.0002332609,0.0007659292,0.0001365413,0.0003298362,0.0005220029],"category_scores_gemma":[0.00002014805,0.0002612944,0.0002513381,0.0002740544,0.0002757256,0.0008424709,0.00009753681,0.0005431435,0.0001279586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271011,"about_ca_system_score_gemma":0.0002188446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000655124,"about_ca_topic_score_gemma":0.00008153778,"domain_scores_codex":[0.99709,0.0002302892,0.0007601316,0.0008138773,0.000566758,0.0005389805],"domain_scores_gemma":[0.9989655,0.00006537786,0.0000748122,0.0004024754,0.0001283687,0.0003634458],"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":[0.001961331,0.0008022023,0.1205036,0.000876575,0.001351633,0.0003236902,0.002774986,0.0001824408,0.5366247,0.03768589,0.01280697,0.2841059],"study_design_scores_gemma":[0.001499258,0.001255941,0.9590486,0.0004535314,0.0001886969,0.00007620523,0.0000631169,0.0279661,0.0006452446,0.003631077,0.004686546,0.0004856354],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833809,0.00786639,0.001855227,0.004597088,0.0006322049,0.0006746681,0.00001657096,0.0003272819,0.0006496267],"genre_scores_gemma":[0.9919165,0.002920672,0.001145207,0.0006592358,0.001224396,0.00007659648,0.0001232198,0.00007184438,0.001862327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.838545,"threshold_uncertainty_score":0.9999839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07507932763796579,"score_gpt":0.3469086070234174,"score_spread":0.2718292793854515,"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."}}