{"id":"W4408825759","doi":"10.1016/j.oregeorev.2025.106582","title":"A Meaningful metric to compare the value and Prospectivity of Clay-Hosted regolith rare earth element deposits","year":2025,"lang":"en","type":"article","venue":"Ore Geology Reviews","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Geology; Regolith; Prospectivity mapping; Geochemistry; Rare-earth element; Metric (unit); Rare earth; Mineralogy; Astrobiology; Geomorphology","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":[0.0006019556,0.0001349335,0.000426131,0.00007574906,0.0001720462,0.00001540427,0.0002108271,0.00003171005,0.0005502369],"category_scores_gemma":[0.0001338446,0.00008028576,0.00008208813,0.0008789261,0.00008931994,0.0000408204,0.00005728837,0.0001138481,0.00004075467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003532901,"about_ca_system_score_gemma":0.00002305772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109473,"about_ca_topic_score_gemma":0.007298991,"domain_scores_codex":[0.9988254,0.000218715,0.0003440127,0.0002789048,0.0001089286,0.0002240258],"domain_scores_gemma":[0.9993817,0.00009801341,0.0001341506,0.0002728974,0.0000458229,0.00006748109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002338987,0.00001763753,0.9667399,0.0001402589,0.00006050971,0.000002535272,0.0001272144,0.0001242314,0.00008477901,0.0001314571,0.001257663,0.03129042],"study_design_scores_gemma":[0.0002218784,0.0001030694,0.9384058,0.0001050584,0.0001783397,0.00001907678,0.0001591963,0.0005748511,0.0020436,0.0003741932,0.05768074,0.0001342298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626033,0.02441525,0.0001412509,0.002112059,0.00008404305,0.0007609801,0.0000240729,0.00001571508,0.009843363],"genre_scores_gemma":[0.9970738,0.0008602517,0.0005516262,0.0006144471,0.00001940361,0.000009953448,0.0000545173,0.00000108638,0.0008148838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05642308,"threshold_uncertainty_score":0.6024708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363185830725761,"score_gpt":0.2424486136058095,"score_spread":0.2288167552985519,"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."}}