{"id":"W2130500236","doi":"10.1093/ilar.52.2.213","title":"IACUC Challenges in Invertebrate Research","year":2011,"lang":"en","type":"article","venue":"ILAR Journal","topic":"Cephalopods and Marine Biology","field":"Agricultural and Biological Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Invertebrate; Taxon; Animal welfare; Biology; Ecology; Vertebrate","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001138274,0.00005674791,0.00009348353,0.00002639394,0.000126157,0.00002075582,0.0002212309,0.00007386872,0.001539472],"category_scores_gemma":[0.00005642364,0.00001846344,0.00004019574,0.0001504645,0.00005599323,0.00007826759,0.00008711624,0.0003886782,0.00009202206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000183636,"about_ca_system_score_gemma":0.000009638246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000360623,"about_ca_topic_score_gemma":0.005349595,"domain_scores_codex":[0.9990882,0.0002251807,0.0001378388,0.0001274322,0.0001242258,0.0002971],"domain_scores_gemma":[0.9997175,0.00005769751,0.00003185653,0.00002845104,0.00006969903,0.00009482184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000639481,0.0002169263,0.08538426,0.000003210419,0.00001141614,0.000190073,0.0009130384,4.050199e-8,0.03892877,0.004635409,0.002182343,0.8674706],"study_design_scores_gemma":[0.0001749313,0.0005395651,0.8274397,0.00001633484,0.000001604371,0.0002221164,0.00146882,0.00000820198,0.0008936604,0.02240335,0.1467151,0.0001165515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703013,0.001328046,2.45327e-7,0.002318753,0.0001487779,0.00004384384,0.000001191426,0.000009330729,0.02584855],"genre_scores_gemma":[0.9956575,0.003618332,0.0000688589,0.00008465187,0.0003411696,0.000002672288,0.000001345398,4.438966e-7,0.0002250047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.867354,"threshold_uncertainty_score":0.9993733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3983662406828571,"score_gpt":0.3181048126716161,"score_spread":0.08026142801124103,"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."}}