{"id":"W3157464387","doi":"10.1164/ajrccm-conference.2021.203.1_meetingabstracts.a3125","title":"Disposal Recommendations for Inhaler Products in Canada","year":2021,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Inhaler; Business; Computer science; Waste management; Engineering; Medicine; Asthma","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003821515,0.0005350905,0.0004223494,0.00365195,0.005665101,0.004108665,0.002450572,0.003168332,0.01075326],"category_scores_gemma":[0.006820508,0.0006518904,0.001711116,0.002542916,0.001339386,0.0007890268,0.0009636469,0.002525949,0.001174443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05944037,"about_ca_system_score_gemma":0.1779451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9887924,"about_ca_topic_score_gemma":0.9935985,"domain_scores_codex":[0.9927486,0.0005133919,0.0006046963,0.0003165496,0.004761202,0.001055531],"domain_scores_gemma":[0.9890939,0.0007340874,0.0005870034,0.0001045925,0.008432928,0.001047482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004742361,0.0005240295,0.08213954,0.002588624,0.0001355114,0.002137453,0.003376892,0.006710047,0.01149711,0.02118187,0.594969,0.2742657],"study_design_scores_gemma":[0.0001038681,0.0002090683,0.1585743,0.003669641,0.0002084539,0.0006102824,0.004855514,0.003424492,0.004714773,0.001325521,0.8220931,0.0002110054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1350733,0.08286804,0.01378887,0.1850242,0.005553269,0.002105601,0.01860001,0.002058075,0.5549288],"genre_scores_gemma":[0.5253308,0.06577066,0.04948092,0.07009509,0.0005497871,0.0005460284,0.009781173,0.0007009401,0.2777446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05944037,"threshold_uncertainty_score":0.4312721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03403971067915799,"score_gpt":0.2769425794011211,"score_spread":0.2429028687219631,"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."}}