{"id":"W6989272993","doi":"","title":"Andy Oudman Pam Killeen Shiv Chopra","year":2011,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Memoir; Factory (object-oriented programming); Limiting","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004492311,0.0004289334,0.0002691002,0.0005996687,0.002872483,0.002131656,0.0004671294,0.001677763,0.3855712],"category_scores_gemma":[0.002041857,0.0003314416,0.0001883745,0.0006679345,0.0004493503,0.001853726,0.001459213,0.002343473,0.1733622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001502574,"about_ca_system_score_gemma":0.001661264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03650934,"about_ca_topic_score_gemma":0.083959,"domain_scores_codex":[0.9995962,0.00005691693,0.000007631139,0.00006612523,0.0001662808,0.0001068852],"domain_scores_gemma":[0.9992919,0.0001116301,0.00003141474,0.00003599763,0.0003026502,0.0002262888],"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":[0.000002295663,0.000001188668,0.00002006326,0.00000951801,1.179205e-7,0.00001064458,0.0000308731,0.000002221501,0.000009883582,0.0003711706,0.994793,0.004749013],"study_design_scores_gemma":[7.630073e-7,0.000001391301,0.0001438087,0.00002175793,2.00303e-7,0.00003660408,0.0001107787,0.000002696817,0.00001254673,0.00007575672,0.9995924,0.000001287701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005802103,0.01222206,0.0002032659,0.04494959,0.008542561,0.00005339581,0.0009471298,0.0003868862,0.9321149],"genre_scores_gemma":[0.001102536,0.001457701,0.00003227097,0.003406964,0.000264848,0.000009814215,0.000104496,0.00006004665,0.9935613],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6144289,"threshold_uncertainty_score":0.8764082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008696601860951402,"score_gpt":0.1880985207752198,"score_spread":0.1794019189142684,"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."}}