{"id":"W6923387698","doi":"10.14288/1.0421059","title":"Image guidance system use amongst Canadian otolaryngologists: a nationwide survey","year":2022,"lang":"en","type":"article","venue":"Open Collections","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guidance system; Otorhinolaryngology; Endoscopic sinus surgery; Computer-assisted web interviewing; Variable (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.001107373,0.0002479614,0.0003231332,0.001993595,0.002015245,0.001148588,0.0009579143,0.0005133032,0.003325257],"category_scores_gemma":[0.004788518,0.000374515,0.0004471147,0.00640349,0.0007586365,0.0006246605,0.0008554062,0.0006692143,0.0003654046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01645728,"about_ca_system_score_gemma":0.02427881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.979294,"about_ca_topic_score_gemma":0.9843481,"domain_scores_codex":[0.9975702,0.0001306864,0.0002006039,0.0002683637,0.001352638,0.0004775617],"domain_scores_gemma":[0.9951578,0.0003750656,0.001336648,0.00009596055,0.001948035,0.001086503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003418958,0.00004813986,0.9857729,0.0002211004,0.00002574889,0.0001127384,0.001947107,0.00004916889,0.000190423,0.0000637042,0.003602128,0.007932753],"study_design_scores_gemma":[0.000003456074,0.00002877551,0.9959269,0.00006129632,0.00001017909,0.00007018529,0.002330298,0.00009013998,0.00002934354,0.000007884001,0.001430279,0.00001116977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982337,0.000970765,0.0001585601,0.00131549,0.00001981365,0.0001790533,0.01060618,0.00002359052,0.004389486],"genre_scores_gemma":[0.994867,0.00129352,0.0003628502,0.0004348501,0.0000114492,0.00006424599,0.002317076,0.000006684786,0.0006422219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.020706,"threshold_uncertainty_score":0.1194065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03648867717108998,"score_gpt":0.2837241023751579,"score_spread":0.2472354252040679,"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."}}