{"id":"W4413637881","doi":"10.2196/71276","title":"Technical Description of eHealth Tools in an Environmental Exposure Chamber: Implementation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"eHealth; Computer science; Political science; Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01231817,0.0009666319,0.0004270697,0.0008945202,0.0005946924,0.001615523,0.001867414,0.0008904299,0.007214708],"category_scores_gemma":[0.009445484,0.0004222516,0.0008042211,0.0005082999,0.0005171776,0.001201035,0.00156616,0.000917154,0.002425201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001098638,"about_ca_system_score_gemma":0.003835703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002056631,"about_ca_topic_score_gemma":0.001713685,"domain_scores_codex":[0.993985,0.002097073,0.0008889597,0.0008556889,0.001555723,0.0006176995],"domain_scores_gemma":[0.9931264,0.001763346,0.0004052478,0.001075077,0.002844087,0.0007858039],"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":[0.002992336,0.01631395,0.1014241,0.003317248,0.0002013379,0.002098762,0.00410017,0.006375934,0.2110374,0.001704668,0.008204984,0.6422291],"study_design_scores_gemma":[0.003122332,0.08395194,0.2814772,0.00150731,0.0009787271,0.004825191,0.007821847,0.03798723,0.3255461,0.001114457,0.2510663,0.0006013836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6017178,0.000616945,0.3251681,0.0008630502,0.0002636854,0.05178106,0.003692169,0.00462024,0.01127685],"genre_scores_gemma":[0.4379208,0.0007092005,0.5176407,0.000648702,0.0001100583,0.03214347,0.004272193,0.0004081089,0.006146859],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01231817,"threshold_uncertainty_score":0.06514543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09314395550291864,"score_gpt":0.4535523456993045,"score_spread":0.3604083901963858,"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."}}