{"id":"W7098774591","doi":"","title":"RECENT VALIDATION RESULTS FOR THE ATMOSPHERIC CHEMISTRY EXPERIMENT (ACE)","year":2015,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ozone; Atmospheric chemistry; Stratosphere; Trace gas; Satellite; Atmospheric composition; Ozone layer; Ozone depletion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03631169,0.00132068,0.0007676431,0.002065109,0.001380787,0.002774351,0.003289308,0.001642663,0.002773685],"category_scores_gemma":[0.03499074,0.0005650551,0.001302509,0.002692135,0.0008052426,0.002595275,0.001618141,0.00136639,0.001985206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002982513,"about_ca_system_score_gemma":0.002877452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05302279,"about_ca_topic_score_gemma":0.03775452,"domain_scores_codex":[0.9823135,0.003887153,0.0008265437,0.003448109,0.008625984,0.000898777],"domain_scores_gemma":[0.9393016,0.01432197,0.003317457,0.007656543,0.03408714,0.001315251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007953991,0.002444698,0.5449589,0.001721589,0.003738742,0.0004223628,0.00109152,0.03039213,0.06395741,0.01534641,0.1043955,0.2235766],"study_design_scores_gemma":[0.0006356686,0.001766742,0.5754183,0.0004310569,0.00127691,0.0003357843,0.0005037936,0.02686725,0.1080849,0.003294481,0.2811264,0.0002587623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6096758,0.01471824,0.1140457,0.004897878,0.003061874,0.0021953,0.1236365,0.004544024,0.1232248],"genre_scores_gemma":[0.7372736,0.002953385,0.06766219,0.002526706,0.0004575982,0.000999945,0.171164,0.001196982,0.01576565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05302279,"threshold_uncertainty_score":0.1920369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048209463911681,"score_gpt":0.2988687695853247,"score_spread":0.2783866749462079,"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."}}