{"id":"W6905086506","doi":"10.14288/1.0445593","title":"Stepwise Imperatives for Improving the Protection of Animals in Research and Education in Canada","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Action (physics); Reflection (computer programming); Public policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1548941,0.001157983,0.0009393159,0.005934714,0.02397528,0.02066258,0.008824854,0.008984367,0.004665623],"category_scores_gemma":[0.1217989,0.001702637,0.001955312,0.005258432,0.03526184,0.00846817,0.02136801,0.01834757,0.001019031],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2083863,"about_ca_system_score_gemma":0.7226767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9616317,"about_ca_topic_score_gemma":0.9766197,"domain_scores_codex":[0.822648,0.06714168,0.009377734,0.009524585,0.06767837,0.02362953],"domain_scores_gemma":[0.7604871,0.0453722,0.01064872,0.0129054,0.1228205,0.04776605],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000160552,0.0002866134,0.01358423,0.001551792,0.0001607796,0.001141145,0.04904935,0.004292318,0.004623264,0.6548481,0.09024906,0.1800527],"study_design_scores_gemma":[0.0001000147,0.0004239088,0.03346359,0.003737518,0.0001602191,0.0004535873,0.03584973,0.002563011,0.003069102,0.1197462,0.7997559,0.0006773275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02856965,0.008481693,0.09165022,0.7483784,0.00252861,0.002091085,0.0004249976,0.001203769,0.1166715],"genre_scores_gemma":[0.5615557,0.01250885,0.2424103,0.1307279,0.0006549613,0.002128063,0.000483464,0.0004400672,0.04909076],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8451059,"threshold_uncertainty_score":0.9181596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3150758888155178,"score_gpt":0.4825693927325395,"score_spread":0.1674935039170216,"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."}}