{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003088061,0.00009032989,0.00006875076,0.000001269605,0.00004301774,0.0000285938,0.0001662177,0.00006882397,0.00002980403],"category_scores_gemma":[0.0001950671,0.00006255158,0.00006765957,0.00005992043,0.00003023881,0.000002102693,0.00007801988,0.00002764654,0.000005366918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002865324,"about_ca_system_score_gemma":0.00004792947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001621943,"about_ca_topic_score_gemma":0.000003813101,"domain_scores_codex":[0.9993652,0.0000167271,0.0001619731,0.0002358532,0.00009911113,0.0001211373],"domain_scores_gemma":[0.9992379,0.00001327344,0.00006316698,0.0004556249,0.0001780245,0.00005201952],"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":[0.0001160701,0.00004092627,0.00001971299,0.000002494341,0.00004227268,2.218517e-7,0.00003648917,0.00006581203,0.7455017,0.000006158764,0.2453497,0.008818453],"study_design_scores_gemma":[0.0002408018,0.00004125185,0.000004400769,9.050508e-7,0.00001354904,0.000001117677,0.0001256558,0.0005067844,0.5916236,0.00001862202,0.4073668,0.00005644861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5801383,0.01150627,0.2190877,0.007401447,0.000267095,0.002553547,0.00002298548,0.0003295415,0.1786931],"genre_scores_gemma":[0.9316428,0.001725095,0.02806662,0.0007114057,0.0005588093,0.0003599312,0.0007135241,0.00004137935,0.03618043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3515045,"threshold_uncertainty_score":0.255078,"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."}}