{"id":"W4414998737","doi":"10.26750/art039.a1900","title":"Ozone Problems and Its Solutions","year":2025,"lang":"en","type":"article","venue":"Journal of Raparin University","topic":"Optical properties and cooling technologies in crystalline materials","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ozone; Ozone layer; Ozone depletion; Montreal Protocol; Oxygen; Greenhouse gas; Global warming; Tropospheric ozone","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":[0.0001155299,0.00004335562,0.0001112694,0.00006254049,0.0001018679,0.00001576446,0.0001359797,0.00002455616,0.00006049449],"category_scores_gemma":[0.00001078822,0.00003686139,0.00003977034,0.00008261012,0.00004387958,0.00008639429,0.0001628476,0.0001023348,0.000001463245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002371856,"about_ca_system_score_gemma":0.00002939716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001435194,"about_ca_topic_score_gemma":5.473464e-7,"domain_scores_codex":[0.9997045,0.0000158531,0.0001037001,0.00004921432,0.00004085767,0.00008581374],"domain_scores_gemma":[0.9997386,0.0000209728,0.00007656612,0.00005641967,0.00008385114,0.00002359011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001743803,0.0002868158,0.008697822,0.00007305199,0.000367421,0.0000122925,0.0001232467,0.0006869653,0.0106423,0.9572165,0.003949645,0.01776957],"study_design_scores_gemma":[0.005277842,0.0007914987,0.006210865,0.0006307478,0.0005953686,0.00002170508,0.005258672,0.004825679,0.01220141,0.1781926,0.7853346,0.0006589799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741354,0.0002201413,0.01154696,0.001107359,0.0001644485,0.00005359908,0.000005398547,0.00001368813,0.01275299],"genre_scores_gemma":[0.9980979,0.00006305827,0.000738497,0.000009081235,0.00002894028,4.893681e-8,2.430639e-7,0.000001267522,0.001060965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7813849,"threshold_uncertainty_score":0.1503164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196991246587385,"score_gpt":0.2119747094812485,"score_spread":0.19227558482251,"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."}}