{"id":"W2898632931","doi":"10.1038/s41684-018-0193-6","title":"Discussing the future of amphibians in research","year":2018,"lang":"en","type":"article","venue":"Lab Animal","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Centre for the Replacement Refinement and Reduction of Animals in Research; National Centre for the Replacement, Refinement and Reduction of Animals in Research; University of Victoria","keywords":"Amphibian; Environmental ethics; Engineering ethics; Biology; Ecology; Engineering; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0159627,0.0005760674,0.000838199,0.001517025,0.004848908,0.008961204,0.002424877,0.008992637,0.00976192],"category_scores_gemma":[0.01441383,0.0002938997,0.0006445773,0.001979659,0.02146584,0.01867112,0.004039027,0.01046571,0.001432342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003512858,"about_ca_system_score_gemma":0.004678702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002657463,"about_ca_topic_score_gemma":0.006058923,"domain_scores_codex":[0.9949799,0.003563407,0.0001676696,0.000374148,0.0004285846,0.0004862488],"domain_scores_gemma":[0.9855679,0.009945485,0.0007657174,0.0004739617,0.001682519,0.001564408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000108583,0.00004832765,0.00199797,0.0008580026,0.00004301209,0.0005396492,0.007852104,0.0007322101,0.0007414899,0.7175999,0.1786843,0.0907945],"study_design_scores_gemma":[0.00001447421,0.00003959215,0.001236216,0.001201154,0.00001863795,0.0003071775,0.01087451,0.0002855677,0.0001191059,0.3407579,0.6451201,0.00002556759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001603821,0.1337082,0.002608076,0.8228278,0.01854767,0.00001242857,0.00002692323,0.00002515813,0.02064003],"genre_scores_gemma":[0.1757914,0.2811847,0.01034448,0.383495,0.1234256,0.0001477681,0.0001223355,0.0001041314,0.02538468],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0159627,"threshold_uncertainty_score":0.08441985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08181956246006597,"score_gpt":0.3511755115574057,"score_spread":0.2693559490973397,"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."}}