{"id":"W3084208771","doi":"10.1016/j.ecss.2020.106977","title":"Fundamental questions and applications of sclerochronology: Community-defined research priorities","year":2020,"lang":"en","type":"article","venue":"Estuarine Coastal and Shelf Science","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Environment Research Council; Sight Research UK; Past Global Changes","keywords":"Data science; Computer science; Field (mathematics); Engineering ethics; Control (management); Management science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001084851,0.00007567641,0.0001450961,0.0001483599,0.001297278,0.00004722383,0.0003318553,0.0000498513,0.0001800852],"category_scores_gemma":[0.0002207947,0.00006479502,0.00001216754,0.000650638,0.006147807,0.0002076099,0.0002617218,0.0004961365,0.00004676248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.970721e-7,"about_ca_system_score_gemma":0.0001591229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001942343,"about_ca_topic_score_gemma":0.003705988,"domain_scores_codex":[0.9988419,0.0002041768,0.0001480148,0.0002360566,0.0002442096,0.0003256127],"domain_scores_gemma":[0.9990185,0.0004742951,0.00002960948,0.0001443787,0.0001241127,0.0002091231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002192232,0.00001715882,0.9906083,0.00003899875,0.000003488989,0.000001911629,0.0008270694,0.000006498263,0.000302687,0.002924807,0.00001569988,0.005231429],"study_design_scores_gemma":[0.0001951458,0.000465092,0.9927554,0.000009082882,0.000003631274,0.00003988447,0.00231756,0.0007232241,0.0001454062,0.002700052,0.0005739898,0.0000716014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888446,0.0004693427,0.00006860941,0.002060659,0.00002419248,0.0001836974,0.00001797989,0.00002212292,0.008308788],"genre_scores_gemma":[0.9990647,0.0001995179,0.0004904764,0.00008936843,0.00002372356,0.000004842641,0.00001302813,0.000001165826,0.0001131122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01022016,"threshold_uncertainty_score":0.9977744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06390074672689358,"score_gpt":0.3063341846971887,"score_spread":0.2424334379702951,"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."}}