{"id":"W2571772794","doi":"10.1038/laban.1182","title":"Response to Protocol Review Scenario: Choose your battles","year":2017,"lang":"en","type":"article","venue":"Lab Animal","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Protocol (science); Computer science; Medicine; Alternative medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007178166,0.0001934126,0.0002591357,0.00003883756,0.00044451,0.0001596907,0.0006319384,0.00004518054,0.0005082527],"category_scores_gemma":[0.002050393,0.0001616011,0.00008549145,0.0000531735,0.00007956796,0.0002127499,0.0003547654,0.0001743877,0.001508319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003480439,"about_ca_system_score_gemma":0.00005375045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001171606,"about_ca_topic_score_gemma":0.000005772082,"domain_scores_codex":[0.998662,0.0001786154,0.0002451286,0.0003828515,0.0002158409,0.0003155742],"domain_scores_gemma":[0.9987839,0.00009781741,0.0001876303,0.0006837455,0.00008821219,0.0001586922],"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":[0.08536055,0.001348474,0.09479803,0.004925579,0.0002404661,0.005262482,0.002320768,0.000001582736,0.5524796,0.004762365,0.1506267,0.09787349],"study_design_scores_gemma":[0.0007585877,0.003540784,0.5474783,0.003046338,0.00001838618,0.0001408765,0.00003654471,0.00003756435,0.0007469109,0.00008177343,0.443721,0.0003929868],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441555,0.0002213044,0.00002170039,0.005872219,0.0001059092,0.02858902,0.00004525399,0.0002935381,0.02069554],"genre_scores_gemma":[0.9642044,0.00002195553,0.003115957,0.001548158,0.0003642146,0.02178388,0.000001882722,0.0000560263,0.008903519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5517327,"threshold_uncertainty_score":0.9992691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2584485584591457,"score_gpt":0.4884186591456203,"score_spread":0.2299701006864746,"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."}}