{"id":"W4412793305","doi":"10.1080/24745332.2025.2501877","title":"2025 Canadian Respiratory Conference Abstracts","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002415451,0.001644013,0.001266026,0.003681446,0.002845631,0.005179615,0.002210569,0.004038465,0.7822161],"category_scores_gemma":[0.007793851,0.0006527273,0.001491459,0.002742615,0.0007473062,0.001532847,0.002424094,0.003120427,0.5004881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01026349,"about_ca_system_score_gemma":0.02403784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2362367,"about_ca_topic_score_gemma":0.3919823,"domain_scores_codex":[0.9971671,0.0002305502,0.0001666938,0.0003025034,0.00164644,0.0004868013],"domain_scores_gemma":[0.989695,0.0003673741,0.000275841,0.0002454681,0.006874349,0.002541952],"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":[0.00002118837,0.000007358909,0.00007183455,0.000149594,0.000003311661,0.00002699636,0.000006191146,0.00001052792,0.00006097234,0.0001430924,0.9840885,0.01541029],"study_design_scores_gemma":[0.00000937946,0.000005334407,0.0004674278,0.0001701156,0.000002758077,0.00001944611,0.00003400067,0.0000118621,0.00002429703,0.00005659111,0.9991943,0.000004581509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006816871,0.02634908,0.0008482921,0.05005661,0.1168778,0.001268722,0.02445025,0.0006466064,0.778821],"genre_scores_gemma":[0.003466993,0.01369627,0.0007103574,0.007882954,0.01218923,0.0003644032,0.007571265,0.0002454571,0.953873],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7822161,"threshold_uncertainty_score":0.4697233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252502815553067,"score_gpt":0.4433489681087435,"score_spread":0.3180986865534368,"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."}}