{"id":"W4394478980","doi":"10.6084/m9.figshare.21135946.v1","title":"Fuirst et al. RSPB Dataset 3","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001384741,0.0002884001,0.0002612891,0.0001467726,0.0001598186,0.0003296736,0.004265238,0.0001205378,0.7782483],"category_scores_gemma":[0.0004402235,0.0003051947,0.00008364965,0.0002509266,0.000003194924,0.0003809441,0.004381446,0.0008027175,0.006330652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009008577,"about_ca_system_score_gemma":0.0002906544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007553994,"about_ca_topic_score_gemma":0.00005024227,"domain_scores_codex":[0.9977707,0.0001115944,0.0002657914,0.0008746033,0.0006241811,0.0003531642],"domain_scores_gemma":[0.9967324,0.0001570467,0.0001983729,0.002753424,0.00003891921,0.0001199047],"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":[4.879086e-7,0.00001980728,1.98979e-8,0.00008543517,0.00001106954,0.0001340138,0.000008187256,0.00006508193,7.767387e-8,0.00001217196,0.9987747,0.000888937],"study_design_scores_gemma":[0.00008903804,0.00002069627,0.000001261603,0.0002382688,0.00000434623,0.00002911758,0.000001862338,0.001026774,7.97856e-7,0.00001427229,0.9982343,0.0003392703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[5.919547e-9,0.0002845773,0.00007435454,0.001148179,0.0004104652,0.0001965958,0.9976462,0.0001183167,0.0001213479],"genre_scores_gemma":[5.536948e-8,0.0000218867,0.000621204,0.0166673,0.0000870709,0.0002719084,0.9822388,0.00001538377,0.00007641737],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7719176,"threshold_uncertainty_score":0.99994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08057569017123814,"score_gpt":0.3097765894338298,"score_spread":0.2292008992625917,"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."}}