{"id":"W2286499005","doi":"10.3899/jrheum.080935","title":"More May Not Be Better — But Is Less Enough?","year":2009,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006116392,0.0004496825,0.001066386,0.0002212675,0.0002718314,0.00003591421,0.001295347,0.0005984709,0.0003110775],"category_scores_gemma":[0.000153956,0.0002822971,0.0003455573,0.00008912127,0.0003618412,0.0001152397,0.0002105949,0.003590384,0.0001094229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005803954,"about_ca_system_score_gemma":0.00008703322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003048396,"about_ca_topic_score_gemma":0.000001897794,"domain_scores_codex":[0.9971207,0.0006069816,0.0009498238,0.000243798,0.0005327778,0.0005458955],"domain_scores_gemma":[0.9965054,0.001136699,0.001602984,0.000474495,0.0002154521,0.00006490672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004310693,0.00003648816,0.002329655,0.0001013851,0.000356271,0.002136186,0.002243542,0.000001945349,0.0001888809,0.00004503115,0.9902897,0.001839798],"study_design_scores_gemma":[0.0009034408,0.002176468,0.001800083,0.0008499983,0.0003262473,0.135192,0.0005711844,0.00005359204,0.0001871012,0.0007989906,0.8565183,0.0006225514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4695854,0.0003766203,0.00005158603,0.5290108,0.0004432625,0.00005862117,0.00002602715,0.0000249576,0.0004227188],"genre_scores_gemma":[0.4405375,0.0004909061,0.000640845,0.5549446,0.0007677111,0.000001721377,0.000008600368,0.00007581698,0.002532263],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1337714,"threshold_uncertainty_score":0.9999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489484339949889,"score_gpt":0.371340218035334,"score_spread":0.2223917840403451,"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."}}