{"id":"W4388021805","doi":"10.18280/ts.400542","title":"Real-Time Recognition and Feature Extraction of Stratum Images Based on Deep Learning","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Pattern recognition (psychology); Feature extraction; Computer science; Stratum; Extraction (chemistry); Feature (linguistics); Geology; Chemistry; Chromatography; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000316683,0.0000962262,0.0001003239,0.0001831167,0.0001372506,0.0001048885,0.00008725992,0.00005315788,0.00004582858],"category_scores_gemma":[0.0000165824,0.00009091771,0.00003393201,0.0002925821,0.00003804745,0.0003604962,0.00001596933,0.0001455094,0.00003575264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001598252,"about_ca_system_score_gemma":0.00003256974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007007609,"about_ca_topic_score_gemma":6.327868e-7,"domain_scores_codex":[0.9991934,0.0000755667,0.0001403639,0.0002369077,0.0002073629,0.0001463907],"domain_scores_gemma":[0.9996102,0.00008442663,0.0001168145,0.00007793253,0.000071593,0.00003901872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004637775,0.00006224694,0.0003169309,0.00008964112,0.00001301657,0.00001258832,0.0002694182,0.001587204,0.2687566,0.00005313191,0.0006420339,0.7281508],"study_design_scores_gemma":[0.0009786988,0.0005399641,0.0195289,0.0002231956,0.00002645547,0.00004041126,0.0001478408,0.8796787,0.0969102,0.001464541,0.0001814709,0.0002796234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7054679,0.00006395934,0.2844285,0.001245501,0.0004588044,0.0003331022,0.00001343129,0.0009449918,0.007043798],"genre_scores_gemma":[0.9814436,0.00003520279,0.01797936,0.00002744719,0.00008479414,0.00001075865,0.00004421762,0.000009295563,0.0003653514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8780915,"threshold_uncertainty_score":0.3707516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467122808751096,"score_gpt":0.238728537374687,"score_spread":0.2240573092871761,"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."}}