{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002102155,0.00005515718,0.00005129108,0.00002584319,0.00036901,0.00003389124,0.0001866865,0.00002898399,0.0001981015],"category_scores_gemma":[0.00001714558,0.0000344605,0.000034241,0.00009022019,0.00007644099,0.00006170206,0.000001081373,0.00007211094,0.0000353159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.142064e-7,"about_ca_system_score_gemma":0.00002609059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002428648,"about_ca_topic_score_gemma":0.009162175,"domain_scores_codex":[0.9994467,0.00005828162,0.0001226457,0.0001015717,0.00008830186,0.0001824607],"domain_scores_gemma":[0.99971,0.00009516116,0.0000303941,0.0001235362,0.00000960019,0.00003130148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009040688,0.000001981015,0.6346317,0.00000146362,0.0000233924,0.000001382099,0.00001782216,6.03534e-7,0.000003064405,0.0003174873,0.001452145,0.3635399],"study_design_scores_gemma":[0.0001114626,0.00001830608,0.9632682,0.00000490735,0.000005258289,5.112647e-7,0.00003345844,0.00007648168,0.00002989235,0.001642664,0.03477221,0.00003666892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3843701,0.006831413,0.00006726619,0.0006517203,0.0006561482,0.0001252488,0.0000262388,0.0000280902,0.6072438],"genre_scores_gemma":[0.9978937,0.00004395704,0.00007923073,0.0001132182,0.0000224323,9.987343e-7,0.000005697174,1.478773e-7,0.001840635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6135236,"threshold_uncertainty_score":0.5112708,"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."}}