{"id":"W7143413976","doi":"10.1177/002013240204701102","title":"Liquid Nebulization: Emerging Technologies","year":2002,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.00005972814,0.0001513497,0.0001972998,0.0002403734,0.0001757808,0.00001923774,0.00009717014,0.0001822284,0.0008406166],"category_scores_gemma":[0.0001067844,0.0001329118,0.0001042748,0.000389478,0.00009045105,0.0001029429,0.0000486758,0.0002063465,0.0005221985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068479,"about_ca_system_score_gemma":0.00004385321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.211414e-7,"about_ca_topic_score_gemma":0.000001180645,"domain_scores_codex":[0.9989567,0.00003385769,0.0002476277,0.0002598475,0.0002772235,0.0002246897],"domain_scores_gemma":[0.9991772,0.00001531143,0.00006727115,0.0004000098,0.00026417,0.00007607218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005634697,0.0005752167,0.03972827,0.001940726,0.0003482873,0.00198394,0.01237259,0.0006418137,0.2668182,0.003669289,0.2115001,0.4598581],"study_design_scores_gemma":[0.0009595208,0.0004258789,0.0003345683,0.000112851,0.00004764965,0.00002105156,0.004152806,0.00008223804,0.08343527,0.000002865159,0.9101722,0.0002531209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8305375,0.03473828,0.0002662171,0.002161961,0.0007434225,0.0007249236,0.00001214754,0.002367724,0.1284478],"genre_scores_gemma":[0.9956174,0.00007231351,0.0001153171,0.002866452,0.000237294,0.00002169412,0.000007421425,0.00003183939,0.00103024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6986721,"threshold_uncertainty_score":0.9204162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02867188260611515,"score_gpt":0.2696996217126771,"score_spread":0.2410277391065619,"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."}}