{"id":"W2555440740","doi":"10.1371/journal.pbio.2000391","title":"Animal Study Registries: Results from a Stakeholder Analysis on Potential Strengths, Weaknesses, Facilitators, and Barriers","year":2016,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Deutsche Forschungsgemeinschaft","keywords":"Stakeholder; Strengths and weaknesses; Checklist; Serendipity; Confidentiality; Translational research; Public relations; Engineering ethics; Psychology; Political science; Biology; Biotechnology; Engineering; Social psychology","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4402242,0.000684779,0.001050892,0.005906638,0.00671469,0.008943527,0.002500049,0.002970646,0.003239321],"category_scores_gemma":[0.4853804,0.001005865,0.001820846,0.007065662,0.005421647,0.01413965,0.01707229,0.004050804,0.0006295005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0102853,"about_ca_system_score_gemma":0.03077008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005155063,"about_ca_topic_score_gemma":0.007050423,"domain_scores_codex":[0.5574531,0.3663654,0.03453179,0.006891571,0.02800666,0.006751457],"domain_scores_gemma":[0.2611236,0.618423,0.03723416,0.01483098,0.06126822,0.007119973],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009347296,0.000209067,0.07541013,0.0131901,0.0004672764,0.001492604,0.7101368,0.0007679664,0.003546599,0.02011959,0.008887975,0.1648371],"study_design_scores_gemma":[0.0001762988,0.0005813255,0.05163027,0.01362128,0.0008419878,0.001652511,0.7544477,0.002873973,0.003640063,0.02177326,0.1483836,0.0003777323],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7737476,0.008482739,0.07793163,0.08424176,0.0006582133,0.009512873,0.002669507,0.0003649609,0.0423908],"genre_scores_gemma":[0.9473242,0.003099077,0.03258545,0.009115172,0.0001314167,0.005003705,0.0007436699,0.0002089677,0.0017884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5597758,"threshold_uncertainty_score":0.6903032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258652995287574,"score_gpt":0.3529747915782739,"score_spread":0.2271094920495165,"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."}}