{"id":"W2490497482","doi":"10.2136/sssabookser5.5.c8","title":"Digital Image Analysis of Soil Micromorphology","year":2008,"lang":"en","type":"book-chapter","venue":"Soil Science Society of America book series","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Agriculture, Food and Rural Affairs; University of Guelph; Agriculture and Agri-Food Canada","funders":"","keywords":"Digital image analysis; Image (mathematics); Geology; Computer science; Computer vision","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000283171,0.0003519716,0.0009307272,0.0004127409,0.0004147739,0.0001763935,0.001497758,0.0001950708,0.00006929618],"category_scores_gemma":[0.00004040292,0.0003386046,0.0008493607,0.001116885,0.01393431,0.002820662,0.000515685,0.0002930283,0.00002349362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009061646,"about_ca_system_score_gemma":0.00132737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006456525,"about_ca_topic_score_gemma":0.00000394262,"domain_scores_codex":[0.9973152,0.00001468185,0.0006226115,0.0008344696,0.0007828994,0.0004300836],"domain_scores_gemma":[0.9972072,0.00007118135,0.001091763,0.0007818788,0.0007260009,0.0001219376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000803085,0.0003403556,0.0005024893,0.0007758244,0.004546541,0.00006457844,0.02749394,0.0007798483,0.06171482,0.01111801,0.06146279,0.8311205],"study_design_scores_gemma":[0.001597924,0.002484922,0.001236442,0.001022226,0.002948408,0.001826093,0.004202686,0.06758326,0.1780143,0.01277807,0.7198112,0.006494507],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002086249,0.003318361,0.1246407,0.001596836,0.001006516,0.0003200497,0.0002896835,0.000427231,0.8663144],"genre_scores_gemma":[0.01659634,0.0178836,0.3121907,0.001475382,0.000233613,0.00001719516,0.0001137696,0.000114233,0.6513751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.824626,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007523737079007835,"score_gpt":0.2130134346331136,"score_spread":0.2054896975541058,"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."}}