{"id":"W7044031751","doi":"","title":"Weitzner, Andrew. Graduate School - New Brunswick Electronic Theses and Dissertations-license","year":2015,"lang":"en","type":"other","venue":"Rutgers University Community Repository (Rutgers University)","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Graduate students; Work (physics); Curriculum; Class (philosophy); Graduate research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003422991,0.0006394546,0.0006645909,0.00113974,0.001360433,0.0001676901,0.00116318,0.0006289807,0.0005223442],"category_scores_gemma":[0.00007422745,0.0007623294,0.0001949256,0.0009426072,0.0005755854,0.0006360122,0.0004247298,0.001444313,0.0001265382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007580372,"about_ca_system_score_gemma":0.002191488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03224618,"about_ca_topic_score_gemma":0.0002986024,"domain_scores_codex":[0.9967658,0.00118461,0.0002347285,0.0006619771,0.0004521443,0.0007007737],"domain_scores_gemma":[0.9971151,0.0002015517,0.0004924441,0.001199727,0.0002236962,0.00076752],"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":[0.0008518585,0.0002475419,0.0004395721,0.0002305979,0.0005476736,0.0003373182,0.00306328,0.00002850904,0.3538925,0.0008612967,0.6390817,0.0004181832],"study_design_scores_gemma":[0.007248013,0.001270685,0.0001375618,0.0009160958,0.00259733,0.000226062,0.003679614,0.0000586343,0.2638992,0.0009484936,0.7149962,0.004022064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004069846,0.0004940222,0.0002960878,0.0001178193,0.0007837209,0.0004340375,0.00006982175,0.0007494562,0.9929852],"genre_scores_gemma":[0.1793096,0.0008300683,0.0006234372,0.00008206411,0.0003063586,1.571824e-7,0.0002404652,0.0002468236,0.818361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1752397,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758169001329636,"score_gpt":0.2069351201809581,"score_spread":0.1893534301676618,"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."}}