{"id":"W4241156646","doi":"10.29173/bluejay5884","title":"Nature library","year":2008,"lang":"en","type":"article","venue":"Blue Jay","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002678344,0.00007203424,0.00009833659,0.000003279411,0.0002476233,0.00001027328,0.0001292575,0.0001232895,0.0005773727],"category_scores_gemma":[0.00001869765,0.00002321934,0.00005293149,0.0001204993,0.00007096176,0.00009924496,0.00006309251,0.0001368725,0.0001467989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000373275,"about_ca_system_score_gemma":0.000003873598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002076915,"about_ca_topic_score_gemma":0.00009927963,"domain_scores_codex":[0.9995418,0.00002198125,0.00007535313,0.0001486666,0.00005235021,0.0001598735],"domain_scores_gemma":[0.999801,0.00008833477,0.00002697614,0.00002937812,0.00001040643,0.00004392066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003206992,0.0001990451,0.6155139,0.000005553255,0.00005338348,0.00009902305,0.00005234976,7.443741e-7,0.007693212,0.0003547572,0.3688949,0.007101031],"study_design_scores_gemma":[0.0000306383,0.00003822787,0.5636739,0.000001242702,0.000001538535,0.000009611587,0.00006056832,9.025973e-7,0.0004500916,0.00009797802,0.4355826,0.00005275209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735553,0.0009359935,1.681757e-7,0.00465963,0.0002178127,0.00006942889,0.00001232505,0.00009506354,0.0204543],"genre_scores_gemma":[0.9919885,0.0002331215,0.00009784113,0.001540564,0.0005007657,0.00001067722,0.000002713874,4.111e-7,0.005625418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06668764,"threshold_uncertainty_score":0.6321827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02208461126203048,"score_gpt":0.1972072471813261,"score_spread":0.1751226359192956,"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."}}