{"id":"W2143744999","doi":"10.5539/ep.v1n2p75","title":"Monitoring and Visualization of Tropospheric Ozone in Rural/Semi Rural Sites of Rawalpindi and Islamabad, Pakistan","year":2012,"lang":"en","type":"article","venue":"Environment and Pollution","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ozone; Environmental science; Tropospheric ozone; Agriculture; Pollutant; Air quality index; Geography; Environmental protection; Environmental health; Socioeconomics; Meteorology; Medicine; Ecology; Biology; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001061375,0.00007371645,0.0001080669,0.000004919853,0.00004183941,0.000006529358,0.00001940553,0.00004840042,0.0001502313],"category_scores_gemma":[0.000004104721,0.00006568988,0.00001060188,0.00005010079,0.00008855714,0.0001740835,0.000009356365,0.0000356342,0.000001055947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004322666,"about_ca_system_score_gemma":0.000002318137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002437735,"about_ca_topic_score_gemma":0.000007655709,"domain_scores_codex":[0.9995489,0.00002304953,0.0001498259,0.00006713301,0.0000909917,0.0001201572],"domain_scores_gemma":[0.9998126,0.00001867621,0.00007720816,0.00004313415,0.000001622905,0.00004675084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002188674,0.00001337658,0.9605115,0.00002649064,0.000004098213,1.424422e-7,0.0005915068,0.00008508451,0.03037343,0.00001384228,0.000001734824,0.008356881],"study_design_scores_gemma":[0.000259069,0.00005476646,0.9883183,0.00003108737,0.00001012737,0.000002908127,0.0009852018,0.0003794827,0.009794137,0.0000332425,0.00005843039,0.00007326042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945087,0.005139354,0.0001020917,0.00001877816,0.000029814,0.00006251061,0.000009476839,0.000003566113,0.0001256916],"genre_scores_gemma":[0.9975756,0.002066332,0.0002164939,0.000003355331,0.0000466608,4.485216e-7,0.00002069985,0.000001573646,0.00006882044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02780676,"threshold_uncertainty_score":0.2678756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006803845181566352,"score_gpt":0.2143772984796017,"score_spread":0.2075734532980353,"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."}}