{"id":"W4289731515","doi":"10.3390/s22155808","title":"Sensor-Based Automated Detection of Electrosurgical Cautery States","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"National Institute of Biomedical Imaging and Bioengineering; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002512134,0.0001275466,0.0003061837,0.0001997298,0.0001190068,0.000005554062,0.0000407939,0.0000490688,0.0001829724],"category_scores_gemma":[0.00004439962,0.0001206814,0.0001541424,0.0004092614,0.00005316595,0.00001727045,0.00002116961,0.0002546714,0.00002261375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008502537,"about_ca_system_score_gemma":0.0000999085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006536421,"about_ca_topic_score_gemma":0.000002348643,"domain_scores_codex":[0.9987039,0.0001780663,0.0002912998,0.0002121148,0.0003444776,0.0002701161],"domain_scores_gemma":[0.9993495,0.0001639113,0.0001028287,0.0002240513,0.00006396115,0.00009576588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00180135,0.0004063076,0.009038403,0.00006653322,0.0001099558,0.0005005974,0.0004140723,0.01965461,0.9620737,0.00002660647,0.005225073,0.0006827882],"study_design_scores_gemma":[0.004248301,0.002163692,0.03727055,0.0000301031,0.000170197,0.0009096547,0.001474019,0.2669725,0.617775,0.00003781677,0.06840838,0.000539834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980106,0.0001972792,0.0000388459,0.0003697796,0.0002162793,0.0001770205,0.00003766417,0.0004301087,0.0005223776],"genre_scores_gemma":[0.9985909,0.00001331932,0.0001017742,0.0003343446,0.00006022484,0.00001559286,0.00007621821,0.00002630681,0.0007812554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3442988,"threshold_uncertainty_score":0.4921245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014265705932743,"score_gpt":0.249327280410809,"score_spread":0.2391846233514816,"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."}}