{"id":"W4252141917","doi":"10.29173/bluejay5620","title":"Nature library","year":2009,"lang":"en","type":"article","venue":"Blue Jay","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004320514,0.00007651348,0.00007237345,0.00005353099,0.00003016555,0.00003608099,0.0001608763,0.0001310987,0.0005116836],"category_scores_gemma":[0.0000263191,0.00006630761,0.00004011816,0.0002294733,0.00001279162,0.0002879257,0.00001981481,0.0002601336,0.01100719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009922344,"about_ca_system_score_gemma":0.00002458203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.571644e-7,"about_ca_topic_score_gemma":4.106225e-7,"domain_scores_codex":[0.9994792,0.00002685485,0.00006790785,0.0001366694,0.0001230507,0.0001663246],"domain_scores_gemma":[0.9996449,0.00001522657,0.00002545735,0.0002429723,0.000007655219,0.00006383529],"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":[0.0000341599,0.00008405718,0.001445126,0.000002737628,0.000007696382,0.00005509185,0.0001907,0.00000942174,0.01691143,0.00968226,0.9676894,0.003887906],"study_design_scores_gemma":[0.0002669713,0.00003982149,0.1114115,0.00001473908,0.000006380366,0.00001312796,0.00001692953,0.00004398368,0.02657802,0.002801147,0.8586658,0.0001416171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8144867,0.001107582,0.000003608494,0.003400784,0.0001740004,0.0001078463,0.00003788761,0.0007658807,0.1799157],"genre_scores_gemma":[0.9873128,0.000003971602,0.001035761,0.003219342,0.000310836,0.000001434802,0.00002554474,0.00003771115,0.008052589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1728261,"threshold_uncertainty_score":0.9897628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0046771769288558,"score_gpt":0.2283911754822979,"score_spread":0.2237139985534421,"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."}}