{"id":"W2126957930","doi":"10.1186/1471-2105-13-15","title":"The EnzymeTracker: an open-source laboratory information management system for sample tracking","year":2012,"lang":"en","type":"article","venue":"BMC Bioinformatics","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Espace pour la vie; Concordia University","funders":"","keywords":"Computer science; Data management; Interface (matter); Sample (material); Ajax; Data sharing; Tracking system; Data science; World Wide Web; Web application; Database; Filter (signal processing)","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":[],"consensus_categories":[],"category_scores_codex":[0.002278371,0.0002386839,0.0001909927,0.0001017337,0.0006110378,0.000609882,0.001074464,0.0002241181,0.000005137034],"category_scores_gemma":[0.0004719062,0.000171202,0.00008898291,0.0002140294,0.0001612791,0.0002031382,0.0005110689,0.0001288998,0.00008054132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006643995,"about_ca_system_score_gemma":0.0001352147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001315149,"about_ca_topic_score_gemma":0.00002899773,"domain_scores_codex":[0.9977198,0.00006751425,0.0008182619,0.0001228342,0.0004856279,0.0007859519],"domain_scores_gemma":[0.9981329,0.0001320751,0.000311817,0.0007334337,0.0003270099,0.0003627801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000993446,0.0005389955,0.005224087,0.006046096,0.0005348353,3.838758e-7,0.004862701,0.0004747523,0.00171276,0.01490282,0.07098821,0.8937209],"study_design_scores_gemma":[0.001212615,0.000431281,0.001099982,0.00004528863,0.00004360988,0.000008362715,0.01117663,0.02618919,0.007474618,0.00003674738,0.9519092,0.0003724011],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01151212,0.0004295788,0.9799994,0.0000975049,0.0009859789,0.002337935,0.0004077925,0.00008542338,0.004144231],"genre_scores_gemma":[0.2418397,0.0009050332,0.7493604,0.001544476,0.001404976,0.000666241,0.003330615,0.00009787886,0.0008506471],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8933485,"threshold_uncertainty_score":0.6981416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02994307694206483,"score_gpt":0.2968691113282399,"score_spread":0.2669260343861751,"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."}}