{"id":"W4353100361","doi":"10.18280/ts.400127","title":"Rapid Classification of Massive Images Based on Cloud Computing Platform","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Image Enhancement Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cloud computing; Computer science; Data science; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005163752,0.0005808372,0.0006167923,0.001008504,0.0005782339,0.0009114353,0.0007894111,0.0005555138,0.0007263048],"category_scores_gemma":[0.001264264,0.0001965952,0.0005421418,0.0007036441,0.0004541161,0.001971589,0.0007294596,0.0007904574,0.0002433825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007583621,"about_ca_system_score_gemma":0.0005815407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004055439,"about_ca_topic_score_gemma":0.003023202,"domain_scores_codex":[0.9994765,0.00006073235,0.00002058908,0.0001300257,0.0002231613,0.00008897822],"domain_scores_gemma":[0.9995419,0.0001070855,0.00006350783,0.00006610285,0.0001811668,0.0000403601],"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":[0.000656543,0.0002643628,0.0101539,0.0001540518,0.0000901677,0.000757938,0.0003530653,0.276227,0.1481251,0.01828847,0.004085863,0.5408436],"study_design_scores_gemma":[0.000004407996,0.00003443698,0.001296837,0.000004215479,0.000008581324,0.00007003944,0.00004106896,0.9826899,0.01252364,0.002672792,0.0006447126,0.000009394356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1161261,0.0003085589,0.8800331,0.000315434,0.00009293015,0.0001130005,0.00005866869,0.000732746,0.002219423],"genre_scores_gemma":[0.8664405,0.0002736774,0.1309092,0.00008894066,0.00006105828,0.00005257417,0.000127041,0.00004657587,0.002000356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004055439,"threshold_uncertainty_score":0.008063674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03663024007049511,"score_gpt":0.2722583252245561,"score_spread":0.2356280851540609,"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."}}