{"id":"W2312191091","doi":"10.1155/2004/764634","title":"Membership Survey Results","year":2004,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Thoracic Society","funders":"","keywords":"Medicine; Survey research; Family medicine; Applied psychology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009226714,0.0001078414,0.0001390534,0.0005379064,0.001387072,0.0003723184,0.0007895479,0.0002038356,0.0004739587],"category_scores_gemma":[0.004971368,0.000113941,0.00007697091,0.0007932854,0.0003953198,0.0002802489,0.0000207411,0.0007539087,0.0002538432],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00222303,"about_ca_system_score_gemma":0.01106905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4577991,"about_ca_topic_score_gemma":0.9546448,"domain_scores_codex":[0.9968446,0.0009246547,0.0003474407,0.0002051317,0.000765393,0.0009127716],"domain_scores_gemma":[0.9968529,0.0002151048,0.0001090668,0.0002681176,0.0004899667,0.002064871],"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":[0.0003504821,0.0001356327,0.08787727,0.00002017949,0.0001552634,0.008068988,0.02054081,0.0004556952,0.0004790748,0.1072996,0.7201687,0.05444827],"study_design_scores_gemma":[0.0006572585,0.00008137184,0.03260347,0.00003742423,0.00000365149,0.00003215177,0.001377575,4.055559e-7,0.000258128,0.009575609,0.9551311,0.0002418763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3675416,0.0008495335,0.0002097608,0.03339966,0.002066375,0.0007433823,0.0002521519,0.0002239932,0.5947136],"genre_scores_gemma":[0.996151,0.00003620279,0.0002353217,0.001964398,0.000659175,0.00000538186,0.000002779219,0.00002146948,0.0009242431],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6286094,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2504627074102372,"score_gpt":0.4315237729034877,"score_spread":0.1810610654932505,"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."}}