{"id":"W4244269820","doi":"10.1515/iupac.83.0342","title":"Cell Viability","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Glossary; Context (archaeology); Multidisciplinary approach; Field (mathematics); Computer science; Process (computing); Data science; Management science; Engineering; Sociology; Biology; Linguistics; Mathematics; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002131857,0.001772841,0.002176533,0.004180554,0.001278058,0.00474488,0.003224635,0.00209397,0.07510221],"category_scores_gemma":[0.00945468,0.0007385961,0.001545324,0.007954455,0.0006019079,0.002228848,0.002094623,0.003092403,0.1112706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001999589,"about_ca_system_score_gemma":0.002468151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197664,"about_ca_topic_score_gemma":0.02414218,"domain_scores_codex":[0.9970223,0.0002725992,0.0005426392,0.0008246105,0.001007588,0.0003301458],"domain_scores_gemma":[0.9936689,0.001621088,0.0008493825,0.001751725,0.001794407,0.000314521],"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":[0.0001720041,0.0000460555,0.004090251,0.001621239,0.00005501755,0.0000304233,0.00004884718,0.0003728147,0.0006368349,0.00120925,0.984753,0.006964249],"study_design_scores_gemma":[0.0001807013,0.00004977021,0.01175947,0.000668417,0.00006489773,0.0001563866,0.0001134438,0.0004223433,0.001558,0.00242939,0.982531,0.00006615841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002865297,0.0002068008,0.0001440953,0.00007536847,0.00004754554,0.00002095969,0.9971513,0.0003746372,0.001692798],"genre_scores_gemma":[0.0005767054,0.0001642268,0.0003553769,0.00008489039,0.00000911493,0.0001137828,0.9974662,0.00007664542,0.001152953],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07510221,"threshold_uncertainty_score":0.2512419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0793549657682295,"score_gpt":0.487427180140114,"score_spread":0.4080722143718846,"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."}}