{"id":"W3097337780","doi":"10.1130/abs/2020am-359561","title":"THE GROWING ACCEPTANCE OF THE CONCEPT OF GEOHERITAGE: AN INVITATION AND A CHALLENGE","year":2020,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Department of Energy","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00006006743,0.0001047524,0.0001844877,0.000001732816,0.00006834541,0.00000567897,0.0001335775,0.00004957092,0.000003537668],"category_scores_gemma":[0.00001732752,0.00005692858,0.00006450262,0.0001064222,0.000728721,0.00009721398,0.00005142795,0.0001505966,2.454519e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007492385,"about_ca_system_score_gemma":0.000002441513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003769088,"about_ca_topic_score_gemma":0.000001618827,"domain_scores_codex":[0.9993924,0.0000139512,0.0001942411,0.0001073945,0.0001424244,0.0001495632],"domain_scores_gemma":[0.9996745,0.000075526,0.0000932603,0.00009898251,0.00001565875,0.00004209156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007225003,0.0003342387,0.01540682,0.0006629164,0.0006734279,0.000002055279,0.0270007,0.2138648,0.01060142,0.0002113404,0.0003775624,0.7307924],"study_design_scores_gemma":[0.001253814,0.003838161,0.9105381,0.0002082703,0.0001315907,0.000004909458,0.03542126,0.01959733,0.01178964,0.0002124079,0.01638239,0.0006220967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954053,0.001892529,0.0005812981,0.001584479,0.00001929293,0.000199926,0.000002825775,0.00006072937,0.0002535848],"genre_scores_gemma":[0.993584,0.0006306428,0.005629266,0.0001119828,0.00001575185,0.00001518898,0.000001865598,0.000008981571,0.000002321315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8951313,"threshold_uncertainty_score":0.2685003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682467993112868,"score_gpt":0.2100207113221716,"score_spread":0.1931960313910429,"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."}}