{"id":"W2407054013","doi":"10.1038/laban.644","title":"Response to Protocol Review Scenario: Clarity for humane intervention points","year":2014,"lang":"en","type":"letter","venue":"Lab Animal","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"CLARITY; Protocol (science); Intervention (counseling); Psychology; Computer science; Medicine; Biology; Alternative medicine; Pathology; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.001890322,0.0004730943,0.0007167239,0.0001365398,0.0001725703,0.0001033571,0.0005962151,0.0004294865,0.0006011295],"category_scores_gemma":[0.001388736,0.0004334984,0.0004428687,0.0001264699,0.00006238403,0.0001067146,0.0002550581,0.00117769,0.0007167597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333744,"about_ca_system_score_gemma":0.00004802467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008057879,"about_ca_topic_score_gemma":0.000006657259,"domain_scores_codex":[0.9966719,0.0008984721,0.0006954191,0.0008256276,0.000368908,0.0005396951],"domain_scores_gemma":[0.9981934,0.0004569397,0.000453432,0.0005576414,0.000246337,0.00009225524],"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":[0.006474268,0.00008773315,0.0000456037,0.007512562,0.00005474103,0.0003133939,0.00004531171,2.402176e-8,0.001351837,0.00005010644,0.9830004,0.001064012],"study_design_scores_gemma":[0.0008142193,0.009513273,0.001113034,0.01052256,0.00006919679,0.0001399377,0.000003686994,0.00002328584,0.00004504039,0.0001982807,0.9770527,0.0005048256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007870425,0.0003827878,0.001086589,0.8001146,0.0004151328,0.1859275,0.0004591045,0.0008238371,0.002920048],"genre_scores_gemma":[0.002345574,0.000007974291,0.006766052,0.8089178,0.00453638,0.1631549,0.0002900908,0.0002428683,0.01373843],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02277265,"threshold_uncertainty_score":0.9998117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.219266019137013,"score_gpt":0.4656032518546891,"score_spread":0.2463372327176761,"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."}}