{"id":"W1987028481","doi":"10.1111/j.1755-6724.2012.00659.x","title":"Statistical Approach for Classification of Dinosaur Eggs from the Heyuan Basin at the Northeast of Guangdong Province","year":2012,"lang":"en","type":"article","venue":"Acta Geologica Sinica - English Edition","topic":"Paleontology and Evolutionary Biology","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cretaceous; Structural basin; Type (biology); Biology; Eggshell; Geology; Statistical analysis; Paleontology; Mathematics","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":[0.000884118,0.0003259345,0.0002629268,0.003645907,0.0005766755,0.00046926,0.0003275762,0.0002102639,0.000720993],"category_scores_gemma":[0.00171574,0.000143496,0.0004445037,0.002334531,0.0004593556,0.0002178288,0.0006813224,0.0001472533,0.00008569138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007378081,"about_ca_system_score_gemma":0.0006413699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03217793,"about_ca_topic_score_gemma":0.03449235,"domain_scores_codex":[0.9994204,0.00009772859,0.00008681465,0.0001538246,0.0001791198,0.00006219879],"domain_scores_gemma":[0.9989342,0.0003604741,0.0002588501,0.00008326919,0.0002522077,0.0001109762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006531824,0.00001053977,0.9866008,0.00003161501,0.0001012021,0.0001216012,0.0004512836,0.0004273219,0.00260267,0.00007723678,0.0001080849,0.009402384],"study_design_scores_gemma":[0.000002209101,0.00001693694,0.9974777,0.000003894882,0.00001797352,0.00003211517,0.0004580466,0.001607219,0.0001716145,0.00003507648,0.0001734652,0.000003704813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988655,0.00006550313,0.0005333407,0.00001004888,0.000002215638,0.00001196541,0.0002006735,0.000006645794,0.0003041532],"genre_scores_gemma":[0.9990067,0.00002377995,0.0004654781,0.000002262283,0.000002014078,0.00001759159,0.0003671974,0.000001738683,0.0001132933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03217793,"threshold_uncertainty_score":0.06398124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188723745386872,"score_gpt":0.2451086389888933,"score_spread":0.2132214015350246,"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."}}