{"id":"W2064998652","doi":"10.2136/sssaj2012.0402n","title":"Three‐Dimensional Investigation of Petrocalcic Materials: Insight into Pedogenic Processes and Future Applications","year":2013,"lang":"en","type":"article","venue":"Soil Science Society of America Journal","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Guelph","keywords":"Pedogenesis; Geology; Mineralogy; Carbonate; Soil water; Materials science; Soil science; Metallurgy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004780649,0.0001291344,0.0002374475,0.00008308655,0.0005963519,0.0001671603,0.0003428394,0.00005259831,0.0007386302],"category_scores_gemma":[0.00005843732,0.00009870779,0.00008104306,0.0007658638,0.002105964,0.000979158,0.0001120877,0.0001457124,0.0000223818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005615588,"about_ca_system_score_gemma":0.000595204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007989576,"about_ca_topic_score_gemma":0.00003499423,"domain_scores_codex":[0.998429,0.00003036193,0.0004660678,0.0002589713,0.0005684501,0.0002471228],"domain_scores_gemma":[0.9980851,0.00007954389,0.0005406133,0.000172094,0.0009362973,0.0001863261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000405333,0.00003511221,0.0005813544,0.00006001018,0.000007545616,8.528682e-8,0.002127002,0.00004870506,0.9932051,0.00006458005,0.001413466,0.002452975],"study_design_scores_gemma":[0.0004960879,0.0003977142,0.02329907,0.0001541587,0.00006265004,0.0002114375,0.00673152,0.002300268,0.9496493,0.01200259,0.004250793,0.000444423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950681,0.0003872905,0.001870668,0.002168865,0.0002275693,0.0001561753,0.00001040294,0.00001508781,0.00009578413],"genre_scores_gemma":[0.9738638,0.0003662988,0.0250562,0.0002882653,0.000349046,0.00003669596,0.000002971133,0.000008797731,0.00002788923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04355583,"threshold_uncertainty_score":0.8087482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335841345951495,"score_gpt":0.262954440546516,"score_spread":0.249596027087001,"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."}}