{"id":"W2085218062","doi":"10.1007/s00335-010-9258-6","title":"Laboratory Animal Management Assistant (LAMA): a LIMS for active research colonies","year":2010,"lang":"en","type":"article","venue":"Mammalian Genome","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Child and Family Research Institute; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"The Internet; Software; Usability; Tracking (education); Biology; World Wide Web; Computer science; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000688736,0.0002294517,0.0002639567,0.0001919854,0.0006840732,0.00009905865,0.0003682334,0.0001338504,0.0004459428],"category_scores_gemma":[0.00004515273,0.0002164024,0.0001151573,0.0003173706,0.0003074403,0.0001272973,0.0003465989,0.0004466004,0.0003051953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198926,"about_ca_system_score_gemma":0.00004534247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003779247,"about_ca_topic_score_gemma":0.00008921491,"domain_scores_codex":[0.9980373,0.00009478982,0.0002543211,0.0005170772,0.0003779891,0.0007184909],"domain_scores_gemma":[0.9989337,0.00009430527,0.00006552818,0.0004152707,0.000354548,0.0001367006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007711738,0.000667115,0.009153865,0.000482311,0.000421279,0.001661149,0.005156319,2.771578e-7,0.924547,0.0360479,0.00831114,0.0058399],"study_design_scores_gemma":[0.0005822359,0.00189309,0.6967409,0.00001106007,0.00005222589,0.00001642368,0.003343236,0.000002017076,0.001210098,0.0002545465,0.2955926,0.0003015485],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834847,0.0001416494,0.00001819684,0.0008734805,0.0003064671,0.0009997847,0.0005205265,0.0001198234,0.0135353],"genre_scores_gemma":[0.9944633,0.00001446728,0.001188184,0.00006430747,0.0003213384,0.0006865895,0.00003008882,0.00005673029,0.003175035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9233369,"threshold_uncertainty_score":0.8824633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09808871844034271,"score_gpt":0.4014345532509784,"score_spread":0.3033458348106357,"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."}}