{"id":"W2467702307","doi":"","title":"Laryngology in Canada: results of a national survey.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Laryngology; Laryngoscopy; Medicine; Scope (computer science); Medical education; General surgery; Surgery; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005968247,0.0000344879,0.0001127373,0.00005513461,0.000002564447,3.323223e-7,0.00003014015,0.00002690423,0.00002173403],"category_scores_gemma":[0.0007919616,0.00003071937,0.00001237204,0.00009476489,0.00001447348,0.00003255323,0.000009741189,0.00005847369,0.000002096365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002760298,"about_ca_system_score_gemma":0.0005648795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8182912,"about_ca_topic_score_gemma":0.9569972,"domain_scores_codex":[0.9993811,0.00003785615,0.0001476131,0.00005705684,0.0001665482,0.0002098645],"domain_scores_gemma":[0.9996807,0.00009870769,0.00003396289,0.00006385469,0.00005256276,0.00007023365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001398266,0.00006618237,0.9730638,0.00001012294,0.0000132422,0.000002719438,0.00006668805,0.000001157075,0.000005659562,0.00007363474,0.02280015,0.003756822],"study_design_scores_gemma":[0.001060643,0.000004770203,0.9893748,0.000001883834,0.000002906169,0.000004692559,0.00003521806,0.000004846488,0.00008737007,0.00001079592,0.009384743,0.00002737046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758744,0.0003580722,6.203102e-7,0.001166331,0.0001323571,0.0001839357,0.00002603691,0.000003347485,0.02225496],"genre_scores_gemma":[0.9985797,0.00001258169,0.00001163486,0.0006907913,0.00003609062,0.00006866008,0.00004694993,0.000003411264,0.000550212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.138706,"threshold_uncertainty_score":0.1829188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05276327709913859,"score_gpt":0.2561585580530719,"score_spread":0.2033952809539333,"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."}}