{"id":"W2800205541","doi":"10.15252/embr.201846069","title":"Improving animal research reporting standards","year":2018,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Council on Animal Care; Ottawa Hospital","funders":"","keywords":"Griffin; Library science; Political science; Medicine; History; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007350875,0.0001473226,0.0002305724,0.0001282951,0.0005450747,0.0001250929,0.0001268083,0.0000695118,0.0004504901],"category_scores_gemma":[0.01071854,0.0001320414,0.00007805887,0.0002800334,0.0002814319,0.000193912,0.0002828806,0.0003784798,0.00005990125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427541,"about_ca_system_score_gemma":0.0002677149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005729854,"about_ca_topic_score_gemma":0.00001401467,"domain_scores_codex":[0.996642,0.0001386498,0.001065545,0.0006179287,0.0009796976,0.0005561888],"domain_scores_gemma":[0.9970642,0.000136829,0.001120279,0.0005488288,0.001002557,0.0001273235],"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":[0.001327964,0.0002633603,0.2204474,0.000211489,0.0001238163,0.08357301,0.004279671,8.256679e-7,0.5985761,0.001319414,0.02760871,0.06226822],"study_design_scores_gemma":[0.001252624,0.04021527,0.4208531,0.001794594,0.0001061699,0.0913106,0.006465014,0.005410818,0.1540374,0.01900543,0.2563734,0.003175612],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8798455,0.00008502905,0.0002430937,0.00006598164,0.0003525543,0.0001341918,0.000003829662,0.0002778711,0.1189919],"genre_scores_gemma":[0.9934914,0.000001234058,0.002637458,0.00002756183,0.001452107,0.00001429729,0.000003004264,0.00004197162,0.002330974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4445388,"threshold_uncertainty_score":0.9976146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.344794318249339,"score_gpt":0.5224145100442625,"score_spread":0.1776201917949235,"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."}}