{"id":"W4280585413","doi":"10.53350/pjmhs22163731","title":"Anatomical Variations on Routine CT Scans Observed in the Paranasal Sinuse","year":2022,"lang":"en","type":"article","venue":"","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Medicine; Concha bullosa; Sinus (botany); Paranasal sinuses; Computed tomography; Sinusitis; Radiology; Nuclear medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003533085,0.0003483015,0.0002210603,0.001456957,0.0003163301,0.0004400573,0.0002552594,0.0003230639,0.001622978],"category_scores_gemma":[0.00236458,0.0002549097,0.0002652247,0.0008539106,0.0005101475,0.0004898646,0.0004420571,0.0003194365,0.0002818843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414654,"about_ca_system_score_gemma":0.0002117896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001073331,"about_ca_topic_score_gemma":0.001984241,"domain_scores_codex":[0.9993008,0.0001143313,0.0001027584,0.0001319248,0.0002145748,0.000135484],"domain_scores_gemma":[0.9983986,0.0002314261,0.0009731165,0.00008938736,0.0001535765,0.0001539707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009793817,0.00002297979,0.9840866,0.00003440856,0.00002639857,0.006813935,0.0002304122,0.00003622468,0.004534599,0.00002986618,0.0001012785,0.003985463],"study_design_scores_gemma":[0.000003397889,0.0001196101,0.9472901,0.00002455231,0.00002317045,0.05095749,0.0005722529,0.00007633052,0.0005732646,0.00002366251,0.0003289967,0.000007107005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986092,0.000543136,0.0001338919,0.00001737515,0.000006789375,0.000008086916,0.00008361549,0.000004988961,0.0005929694],"genre_scores_gemma":[0.9993489,0.0002706517,0.0001748666,0.00001086602,0.00001196779,0.000003410087,0.00008735839,0.000002160356,0.00008980678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001622978,"threshold_uncertainty_score":0.005429387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04912163444783837,"score_gpt":0.2932854684323,"score_spread":0.2441638339844616,"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."}}