{"id":"W4404139915","doi":"10.1080/21678421.2024.2403301","title":"Theme 4 <i>In Vivo</i> Experimental Models","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":"Canadian Institutes of Health Research; National Institutes of Health; Mitsubishi Tanabe Pharma Corporation; Vetenskapsrådet; National Institute of Neurological Disorders and Stroke; Royal Brisbane and Women's Hospital Foundation; National Health and Medical Research Council; Company of Biologists; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada; Ulla-Carin Lindquists stiftelse för ALS-forskning; Barrow Neurological Foundation; Motor Neurone Disease Research Australia; University of Ottawa; Alliance de recherche numérique du Canada; Motor Neurone Disease Association; Medical Research Council; ALS Society of Canada; U.S. Department of Defense","keywords":"Theme (computing); In vivo; Computer science; Biology; World Wide Web; Biotechnology","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":[0.0002814934,0.0003235948,0.0004153397,0.0002137538,0.0001364203,0.0003143338,0.0000990923,0.0002152899,0.0004347033],"category_scores_gemma":[0.000006709144,0.0002490455,0.0001380737,0.0003005828,0.0001237789,0.0008580677,0.0000970047,0.0003264128,0.00004266787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839232,"about_ca_system_score_gemma":0.00008408293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249325,"about_ca_topic_score_gemma":0.00009857658,"domain_scores_codex":[0.9976705,0.00009864749,0.0005102063,0.0007046292,0.0004999719,0.0005159925],"domain_scores_gemma":[0.9993315,0.00002162656,0.00004025467,0.0002803149,0.00005550616,0.0002708275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000349318,0.000229829,0.005580321,0.0001192575,0.00006874117,0.0001431658,0.001194265,0.0003728395,0.9778154,0.006363386,0.002926084,0.004837411],"study_design_scores_gemma":[0.007891804,0.002541071,0.1979923,0.002421166,0.0001711409,0.0002827736,0.0002807562,0.6753079,0.09976109,0.007110911,0.004328467,0.001910684],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875139,0.007337383,0.0005300664,0.002453943,0.0003036284,0.000594073,0.00002096665,0.0001738112,0.001072251],"genre_scores_gemma":[0.9951986,0.00103083,0.00136231,0.0004852838,0.0004507916,0.0001190332,0.00005677911,0.00006260975,0.001233749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8780543,"threshold_uncertainty_score":0.9999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05231276407741669,"score_gpt":0.2829255474182865,"score_spread":0.2306127833408698,"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."}}