{"id":"W4410999890","doi":"10.2138/gselements.21.3.191","title":"The Precambrian Greenalite Factory","year":2025,"lang":"en","type":"article","venue":"Elements","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Precambrian; Factory (object-oriented programming); Geology; Paleontology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001177943,0.0002863385,0.0002254626,0.001351759,0.001233256,0.0009758031,0.0002521547,0.0002918975,0.001711044],"category_scores_gemma":[0.0002670677,0.0001827916,0.000150071,0.001051123,0.001344333,0.0004593405,0.001450631,0.0002580839,0.0005976939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141331,"about_ca_system_score_gemma":0.0009022653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02960513,"about_ca_topic_score_gemma":0.05185958,"domain_scores_codex":[0.9998984,0.000005445357,0.000004529574,0.00003179129,0.00002482519,0.00003504584],"domain_scores_gemma":[0.9999166,0.000004683366,0.00002898898,0.00001562252,0.00001863629,0.00001560961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007063826,0.00005654928,0.4108172,0.0004333359,0.0001503516,0.005411908,0.01331306,0.0008402043,0.1691209,0.04390378,0.003977804,0.3512686],"study_design_scores_gemma":[0.00002362037,0.0000980177,0.7565978,0.0001049676,0.00005076263,0.002733511,0.002512156,0.0003256872,0.01520515,0.005661253,0.2166436,0.00004359438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733223,0.003086955,0.0005799545,0.0004093416,0.00002680536,0.0000162773,0.0002293282,0.00007993672,0.02224914],"genre_scores_gemma":[0.9937271,0.001089839,0.0005517199,0.0001146637,0.00001218436,0.00000487659,0.0001328485,0.00002048174,0.004346292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02960513,"threshold_uncertainty_score":0.05886561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090897526829078,"score_gpt":0.2400407398774622,"score_spread":0.2291317646091714,"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."}}