{"id":"W1572039271","doi":"10.1126/science.1107611","title":"Hatching of an Accountable Science","year":2005,"lang":"en","type":"article","venue":"Science","topic":"Paleontology and Evolutionary Biology","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Systematics; Evolutionary biology; Library science; Environmental ethics; Zoology; Anthropology; Biology; Geography; Sociology; Philosophy; Computer science; Taxonomy (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002499633,0.0009359175,0.0006866856,0.001620824,0.003181387,0.008211507,0.00122413,0.003488657,0.09539773],"category_scores_gemma":[0.00872629,0.0004520628,0.0005724416,0.001193388,0.003053362,0.006532998,0.005767102,0.004687203,0.03407943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003327427,"about_ca_system_score_gemma":0.005659573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004663137,"about_ca_topic_score_gemma":0.007111194,"domain_scores_codex":[0.9980343,0.0005134493,0.0001092118,0.0003295717,0.0007814163,0.0002320702],"domain_scores_gemma":[0.9966581,0.0005569741,0.0001885173,0.0005184613,0.001142483,0.0009354979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001030114,0.000007800994,0.00008259802,0.00006129045,0.000003418418,0.00005052738,0.000262638,0.00004247138,0.0001058508,0.04057973,0.9162016,0.04259179],"study_design_scores_gemma":[6.835996e-7,0.000001902809,0.00005012615,0.00005254173,6.66524e-7,0.0000163896,0.00006283265,0.000009172538,0.000009637419,0.002749457,0.9970451,0.000001507053],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001032198,0.1024931,0.004641711,0.1800322,0.1276205,0.00008947823,0.0005927066,0.0005830864,0.582915],"genre_scores_gemma":[0.0181049,0.03389672,0.003355131,0.0277519,0.02043183,0.00008525773,0.0005033246,0.0004036566,0.8954674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9968186,"threshold_uncertainty_score":0.3191372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119301931289025,"score_gpt":0.248410125033778,"score_spread":0.2364799319048755,"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."}}