{"id":"W4400729769","doi":"10.1080/24745332.2024.2360376","title":"2024 Canadian Respiratory Conference Abstracts","year":2024,"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":"Respiratory system; Computer science; Library science; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002887769,0.0001671836,0.0003113771,0.001218604,0.0005607784,0.0002909401,0.0004539833,0.0002764288,0.001980502],"category_scores_gemma":[0.005454101,0.0001467076,0.00007852155,0.000539517,0.002221755,0.0003479774,0.00001431116,0.001003997,0.00003524709],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007610085,"about_ca_system_score_gemma":0.01271612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2406859,"about_ca_topic_score_gemma":0.8677383,"domain_scores_codex":[0.9973485,0.0003212689,0.0005538547,0.0002559376,0.0007170835,0.000803338],"domain_scores_gemma":[0.9934813,0.0006486987,0.00004360032,0.0001928662,0.001241202,0.004392289],"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":[0.0000275296,0.00001135105,0.003976385,0.000706283,0.0001080954,0.02905592,0.03499766,0.000004757057,0.0003764917,0.2196956,0.3564631,0.3545768],"study_design_scores_gemma":[0.0001352842,0.0005017417,0.0009836393,0.0006045221,0.00005769404,0.00004507327,0.01710813,0.000003257685,0.00004671052,0.002437279,0.9779084,0.0001682886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1109288,0.2584071,0.000249227,0.08486114,0.007782775,0.0006663759,0.0001568469,0.0001058803,0.5368419],"genre_scores_gemma":[0.9947641,0.0001243513,0.00007204,0.003176993,0.001638349,0.000005181179,9.673514e-7,0.00002336859,0.0001945848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8838354,"threshold_uncertainty_score":0.9989318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1381515045843578,"score_gpt":0.4385115454542479,"score_spread":0.3003600408698901,"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."}}