{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009993846,0.0004149228,0.0003314287,0.0009809802,0.001942057,0.002990793,0.0007897865,0.002417078,0.00808791],"category_scores_gemma":[0.002006338,0.0001497865,0.0004331397,0.0009075834,0.001545818,0.002819651,0.002133462,0.003106247,0.001294366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062283,"about_ca_system_score_gemma":0.003241539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005212745,"about_ca_topic_score_gemma":0.005062878,"domain_scores_codex":[0.9990553,0.0002666788,0.00005103516,0.0001445346,0.0002980643,0.0001842738],"domain_scores_gemma":[0.9993163,0.0001654282,0.00009301513,0.00005201375,0.0002644675,0.0001087563],"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":[0.0001182416,0.0003152662,0.007698515,0.002357387,0.00009965432,0.001517056,0.003205704,0.0008619318,0.003626996,0.4194658,0.1809209,0.3798124],"study_design_scores_gemma":[0.00000889075,0.00006214862,0.002955578,0.0007415151,0.00002728221,0.0007649323,0.00287367,0.0002743745,0.0009417347,0.05847695,0.9328529,0.00002004408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.03410916,0.3681746,0.008718764,0.3182105,0.01065686,0.0001464612,0.0004017506,0.0002520332,0.2593299],"genre_scores_gemma":[0.4359092,0.3708943,0.01128479,0.04460981,0.006362134,0.0001687739,0.0004544541,0.0001158767,0.1302007],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00808791,"threshold_uncertainty_score":0.02705675,"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."}}