{"id":"W7105807480","doi":"10.6084/m9.figshare.30626521","title":"Additional file 3 of A scoping review of ethical decisions and decision tools for experimental animal protocols","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Experimental data; Research ethics; Context (archaeology); Selection (genetic algorithm)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01680895,0.00128873,0.00205989,0.01032584,0.001401367,0.003118807,0.002131806,0.002411881,0.8964967],"category_scores_gemma":[0.160025,0.00125762,0.001929443,0.00914211,0.0008078691,0.002913861,0.0023564,0.001642426,0.1520521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003063912,"about_ca_system_score_gemma":0.009342901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005485121,"about_ca_topic_score_gemma":0.01365548,"domain_scores_codex":[0.9933796,0.002273275,0.002191005,0.0006655018,0.001188646,0.0003018701],"domain_scores_gemma":[0.73316,0.2283096,0.00907474,0.005829644,0.02190243,0.001723586],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005878971,0.00006431231,0.0004416314,0.04766787,0.0001233906,0.00006942255,0.0002460854,0.0002690725,0.0001195673,0.002398981,0.9241802,0.02383143],"study_design_scores_gemma":[0.002908714,0.0001613491,0.004650856,0.04117045,0.0005098544,0.0002669708,0.0006341765,0.0004029878,0.0004800495,0.01579925,0.9328881,0.0001271624],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002081229,0.0003302176,0.00185977,0.000724139,0.0002044321,0.003382389,0.9852872,0.0006951688,0.007308571],"genre_scores_gemma":[0.01418626,0.002941389,0.05162655,0.004936044,0.0008317933,0.09034509,0.7626941,0.003780945,0.06865781],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9831911,"threshold_uncertainty_score":0.1476349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3928777381880396,"score_gpt":0.5202240754050801,"score_spread":0.1273463372170405,"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."}}