{"id":"W4304175740","doi":"10.1242/jeb.245121","title":"In the field: an interview with Chris Wood","year":2022,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adventure; Library science; Columbia university; Archaeology; Art history; History; Sociology; Media studies","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":[],"consensus_categories":[],"category_scores_codex":[0.0006654226,0.00008001622,0.0001280999,0.00006986511,0.00006639305,0.00001291801,0.0004909452,0.00005448356,0.0002065029],"category_scores_gemma":[0.00004203368,0.00004620857,0.00006129391,0.0000835954,0.00009642276,0.000005659919,0.0001680372,0.0002268009,0.000001897747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001928414,"about_ca_system_score_gemma":0.00006928367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001069769,"about_ca_topic_score_gemma":0.000009970437,"domain_scores_codex":[0.9990152,0.0002592739,0.0002754194,0.00009577845,0.0001753698,0.0001789422],"domain_scores_gemma":[0.9995905,0.00002840882,0.0001207988,0.0001618699,0.00003564202,0.00006279033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006063239,0.0007277513,0.0009896281,0.00001076633,0.00006775033,0.00005218054,0.001755988,0.000007454481,0.9698271,0.00008970996,0.0191186,0.006746748],"study_design_scores_gemma":[0.001786939,0.02862172,0.0003649512,0.00001151251,0.00000958529,0.0007742948,0.01438648,0.00003097938,0.4925978,0.0001074698,0.4611248,0.0001834487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931853,0.002692015,0.0001526806,0.00293758,0.0002309429,0.0001101703,0.000006595859,0.000001005628,0.000683654],"genre_scores_gemma":[0.9938274,0.000194725,0.0003863024,0.005321036,0.0001890839,0.00001246884,0.00001823399,0.000004983738,0.00004579242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4772293,"threshold_uncertainty_score":0.2261062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248517340311517,"score_gpt":0.3430011898086406,"score_spread":0.3205160164055255,"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."}}