{"id":"W1995259631","doi":"10.1038/nbt.2261","title":"Should preclinical studies be registered?","year":2012,"lang":"en","type":"letter","venue":"Nature Biotechnology","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"NeuroDevNet; University of British Columbia Hospital; University of British Columbia; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Computational biology; Medicine; Pharmacology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003849383,0.0006250369,0.0009786511,0.0003417862,0.0001403894,0.00002448033,0.001118886,0.01358756,0.0001191209],"category_scores_gemma":[0.002502688,0.0005003144,0.0002829731,0.0002352309,0.0009178078,0.00007798803,0.0007829261,0.01728938,0.0002536104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261217,"about_ca_system_score_gemma":0.00004224922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001444527,"about_ca_topic_score_gemma":0.0000039448,"domain_scores_codex":[0.9969808,0.0001929608,0.0005576853,0.001057722,0.0003873066,0.000823501],"domain_scores_gemma":[0.9971139,0.0009178435,0.0005229108,0.001258921,0.0001374458,0.00004901637],"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":[0.00007876983,0.00004230583,0.00012071,0.0002211519,0.0003986034,0.001443526,0.00006301681,1.263109e-8,0.000476942,0.0009518757,0.9919944,0.00420865],"study_design_scores_gemma":[0.0002109169,0.0009578312,0.0001035648,0.0002326505,0.0001311923,0.0007396162,0.00005861401,0.000002392479,0.0004548173,0.001223819,0.995349,0.0005355721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004784793,0.04059049,0.00001661429,0.9461731,0.003185396,0.0003167945,0.0001282731,0.001577689,0.003226893],"genre_scores_gemma":[0.08405136,0.001725799,0.004463778,0.8779977,0.01677909,0.00008776948,0.0002017438,0.000231876,0.01446092],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07926656,"threshold_uncertainty_score":0.9997448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4669688666313941,"score_gpt":0.5047749897482955,"score_spread":0.03780612311690135,"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."}}