{"id":"W7042363256","doi":"","title":"Opening remarks, Neal Overstrom","year":2018,"lang":"en","type":"article","venue":"Digital Commons - RISD (Rhode Island School of Design)","topic":"Sustainable Design and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TSG101; Nucleofection; Articular cartilage damage; Limiting; Filter (signal processing); Pretext","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"],"consensus_categories":[],"category_scores_codex":[0.0002869462,0.0003038102,0.0003968982,0.0002033668,0.0001262924,0.000274251,0.0004011776,0.0001327314,0.0002773839],"category_scores_gemma":[0.0001679599,0.0002929438,0.0001034265,0.0003561804,0.0001057055,0.0007004886,0.0001108979,0.0002550916,0.0002936064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435295,"about_ca_system_score_gemma":0.0001299556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001753446,"about_ca_topic_score_gemma":0.00001746482,"domain_scores_codex":[0.998371,0.00005395793,0.000474429,0.0002620922,0.0003194274,0.0005190946],"domain_scores_gemma":[0.9988921,0.0002140883,0.00007343903,0.0004387219,0.0001406888,0.0002409645],"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":[0.001793061,0.0005592518,0.04712831,0.0005732249,0.00149815,0.0006678938,0.003821736,0.01688526,0.01287132,0.002837483,0.8529211,0.05844322],"study_design_scores_gemma":[0.02779862,0.007098329,0.1394539,0.002469676,0.0006570866,0.0009034332,0.009230583,0.2827864,0.1433754,0.06230534,0.3112782,0.01264302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.164213,0.0006077086,0.500107,0.0000785251,0.0006361386,0.0007838336,0.0001124341,0.0006403369,0.332821],"genre_scores_gemma":[0.9903126,0.0000156155,0.008159437,0.0000389573,0.0001382754,0.00002056515,0.0000345717,0.00005924291,0.00122078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8260995,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584866705931592,"score_gpt":0.2236797983189604,"score_spread":0.2078311312596445,"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."}}