{"id":"W4366525844","doi":"10.1144/sp541-2022-306","title":"Personal essay on geological mapping","year":2023,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology; Geologic map; Field (mathematics); Archaeology; Physical geography; New england; Oceanography; Geography; Paleontology; Law; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00162075,0.000874746,0.0005041156,0.003084054,0.002754388,0.003560893,0.0007011283,0.001661545,0.05273455],"category_scores_gemma":[0.009816415,0.0003149993,0.0003455255,0.00253037,0.002260885,0.004719753,0.00193153,0.004459243,0.02065442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002411888,"about_ca_system_score_gemma":0.001544994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005792945,"about_ca_topic_score_gemma":0.006795294,"domain_scores_codex":[0.9987869,0.0003429908,0.00007869979,0.0002202535,0.0004957894,0.00007539525],"domain_scores_gemma":[0.9954926,0.001635801,0.0001652596,0.0004153595,0.001843634,0.000447251],"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":[0.000004677979,0.000002766414,0.00006338714,0.00001659149,0.000001509485,0.00001376313,0.0001483377,0.0000380951,0.00002118527,0.005502842,0.9793534,0.01483356],"study_design_scores_gemma":[0.000001126526,0.000001985781,0.0001124198,0.00004110765,7.804528e-7,0.00002624076,0.0001581712,0.00002247409,0.00002113124,0.002892375,0.9967203,0.000001913725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001289657,0.02422692,0.00502651,0.4627053,0.2083145,0.00004721828,0.002427249,0.0005981938,0.2953644],"genre_scores_gemma":[0.02999089,0.02122139,0.005051551,0.067795,0.1053806,0.0001007581,0.001572756,0.00104211,0.7678449],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05273455,"threshold_uncertainty_score":0.1764147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03345921572043394,"score_gpt":0.2274216435153288,"score_spread":0.1939624277948949,"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."}}