{"id":"W4385351061","doi":"10.5260/chara.25.1.08","title":"Geofacets","year":2023,"lang":"en","type":"article","venue":"The Charleston Advisor","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Earth science; Geothermal gradient; Geology; Resource (disambiguation); Earth system science; Interface (matter); Data science; Environmental resource management; Computer science; Environmental science; Oceanography; Geophysics","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":[],"consensus_categories":[],"category_scores_codex":[0.002477939,0.001293047,0.001279305,0.004114767,0.001631241,0.007530754,0.003376048,0.001948457,0.2337685],"category_scores_gemma":[0.01304029,0.0008208867,0.001043318,0.005179587,0.0008882975,0.009568293,0.004873184,0.002347689,0.1910962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044137,"about_ca_system_score_gemma":0.002518827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006511885,"about_ca_topic_score_gemma":0.007174812,"domain_scores_codex":[0.9978698,0.0002934905,0.0001813524,0.0004007154,0.001000307,0.0002542336],"domain_scores_gemma":[0.9946008,0.001509497,0.0002012531,0.001407609,0.001510232,0.0007706008],"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":[0.0001626852,0.00003142004,0.000901991,0.000190907,0.00001598206,0.0001093249,0.0002053682,0.0003501298,0.0006925818,0.01353109,0.9235438,0.06026471],"study_design_scores_gemma":[0.00002626631,0.0000139379,0.0004113908,0.00004912498,0.000007073751,0.0001129862,0.00006387984,0.0007560544,0.0007174718,0.004943347,0.9928823,0.00001623945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005788762,0.003600362,0.05929312,0.005382457,0.002069899,0.0004101826,0.2263884,0.2438629,0.4532039],"genre_scores_gemma":[0.03554264,0.004065439,0.0620565,0.00331164,0.0008973776,0.0005996763,0.5536987,0.07372716,0.266101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2337685,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023338165035698,"score_gpt":0.238244379047642,"score_spread":0.214906214011944,"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."}}