{"id":"W4307854912","doi":"10.5194/ejm-34-523-2022","title":"TotBlocks: exploring the relationships between modular rock-forming minerals with 3D-printed interlocking brick modules","year":2022,"lang":"en","type":"article","venue":"European Journal of Mineralogy","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"University of Edinburgh","keywords":"Diopside; Aluminosilicate; Geology; Mineralogy; Materials science; Crystallography; Chemistry","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":[0.002080757,0.000128707,0.000207146,0.0001428317,0.0005047995,0.00009066678,0.0004459599,0.00001023955,0.000289263],"category_scores_gemma":[0.0001135346,0.00008421543,0.00005509335,0.000257845,0.000029632,0.0003027982,0.00005579875,0.00043274,0.00001564511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001192774,"about_ca_system_score_gemma":0.00002904152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001665467,"about_ca_topic_score_gemma":0.00007425919,"domain_scores_codex":[0.9977618,0.001065964,0.0005097782,0.0001415311,0.0003065203,0.0002144161],"domain_scores_gemma":[0.9990591,0.0001968921,0.000408218,0.0001604426,0.0001025297,0.00007285309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002805011,0.00002801587,0.4874718,0.0000213175,0.0001914243,0.0003902646,0.00334599,0.4465878,0.006007672,0.000119506,0.001595475,0.0539602],"study_design_scores_gemma":[0.0008368434,0.0009111764,0.9498538,0.0001014043,0.00009691649,0.0009773716,0.001878922,0.008680059,0.0002284064,0.0001758022,0.03595479,0.0003044659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946826,0.000212867,0.002621387,0.001058934,0.000456844,0.00007066759,0.00001281391,0.00001736966,0.0008665926],"genre_scores_gemma":[0.9971828,0.00001446649,0.001911049,0.0001497789,0.0005041034,8.829381e-7,0.00002336618,0.00001171615,0.000201804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.462382,"threshold_uncertainty_score":0.3882561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06274459570186168,"score_gpt":0.2053403663969391,"score_spread":0.1425957706950775,"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."}}