{"id":"W2029936365","doi":"10.1615/critrevbiomedeng.v39.i4.30","title":"Mechanical Determinants of Airways Hyperresponsiveness","year":2011,"lang":"en","type":"review","venue":"Critical Reviews in Biomedical Engineering","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Airway hyperresponsiveness; Airway; Asthma; Bronchial hyperresponsiveness; Medicine; Immunology; Lung; Neuroscience; Respiratory disease; Internal medicine; Biology; Anesthesia","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001171285,0.0004800589,0.003916809,0.0006288824,0.00002013757,0.000006358866,0.0002811384,0.0007855313,0.0004045542],"category_scores_gemma":[0.007186474,0.0003408891,0.0008201363,0.000737655,0.000248982,0.00005019143,0.0001414709,0.0009095262,0.0001954342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291054,"about_ca_system_score_gemma":0.0003373376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000181956,"about_ca_topic_score_gemma":2.590619e-7,"domain_scores_codex":[0.9964026,0.0002228059,0.002066042,0.0004739063,0.0003500033,0.0004846246],"domain_scores_gemma":[0.9979826,0.0007594313,0.0001588804,0.0005229132,0.00008664145,0.0004895892],"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":[0.00001183846,0.0001982351,0.00000136895,0.07597408,0.00001819201,0.0002561079,0.00001134048,6.369782e-8,0.00001444307,0.001004107,0.00008505295,0.9224252],"study_design_scores_gemma":[0.0002282552,0.0001233852,0.000002889522,0.088588,0.0004362527,0.0002424861,0.000002321726,0.0002167201,0.00001881985,0.000006379561,0.9098582,0.0002762817],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001480167,0.9974234,0.0007874433,0.00001451716,0.0007186466,0.0008054709,0.00001680878,0.00004415099,0.0001747855],"genre_scores_gemma":[0.00006799893,0.997695,0.001649223,0.00007638431,0.0002388198,0.0001361957,0.00002090525,0.00006981442,0.00004568549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9221489,"threshold_uncertainty_score":0.9999043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09338891195493719,"score_gpt":0.386395026336708,"score_spread":0.2930061143817708,"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."}}