{"id":"W2329280890","doi":"10.1080/15459624.2013.836280","title":"Case Study","year":2013,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Hygiene","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut National de Santé Publique du Québec","funders":"","keywords":"Column (typography); Library science; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002785861,0.00008812887,0.0001250781,0.00003269787,0.0001477802,0.00002173141,0.00007051932,0.00002994382,0.003825712],"category_scores_gemma":[0.00001576345,0.00006729426,0.00003372801,0.00004859305,0.0001113331,0.0005120624,0.00008355387,0.0001135841,0.0001936191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035717,"about_ca_system_score_gemma":0.000008179676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003574283,"about_ca_topic_score_gemma":0.00001998256,"domain_scores_codex":[0.9990283,0.00005437831,0.0003398613,0.0001010058,0.0003328618,0.0001435569],"domain_scores_gemma":[0.9994671,0.00005007363,0.0001809419,0.00007528344,0.000003513108,0.000223125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000676208,0.0008247645,0.947558,0.000005308291,0.000021174,0.0006276584,0.00184887,0.0003864822,0.000629586,0.000008307693,0.004153284,0.04386894],"study_design_scores_gemma":[0.0006230549,0.0006496351,0.9864641,0.000003647512,0.00001504086,0.005962305,0.004064992,0.000410911,0.00004561763,0.0002146595,0.00145111,0.00009497339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989955,0.00003853835,0.0001415792,0.0003240046,0.00006269602,0.0001556572,0.000004677627,0.000002949539,0.0002743962],"genre_scores_gemma":[0.9978046,0.00002041499,0.001228665,0.000699886,0.00006105823,0.000003910328,0.000001506454,0.000005315963,0.0001746644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04377397,"threshold_uncertainty_score":0.9970849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05018693624752327,"score_gpt":0.3104962251330099,"score_spread":0.2603092888854866,"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."}}