{"id":"W4224246598","doi":"10.1177/15533506221094962","title":"Characterization of Near-Infrared Imaging and Indocyanine-Green Use Amongst General Surgeons: A Survey of 263 General Surgeons","year":2022,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Subspecialty; Cardiothoracic surgery; Randomized controlled trial; General surgery; Surgery; Radiology; Family medicine","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":[0.001062463,0.0001664611,0.0004803883,0.0003584101,0.0001252113,0.00004007394,0.00007353946,0.00005907887,0.0001698797],"category_scores_gemma":[0.0002921558,0.0001632636,0.00005826596,0.001703805,0.0002121583,0.000235285,0.000132969,0.0002999904,5.116923e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006549372,"about_ca_system_score_gemma":0.0001326423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004051712,"about_ca_topic_score_gemma":0.00001727511,"domain_scores_codex":[0.9980291,0.0002306998,0.0007867506,0.0002928073,0.0004088154,0.0002518276],"domain_scores_gemma":[0.9985484,0.0001593656,0.0003299005,0.0002571173,0.0006412981,0.00006389756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003326109,0.000199936,0.7666994,0.00004659207,0.00003528867,0.00003354566,0.000069807,0.00000310332,0.2274815,0.002769126,0.000244577,0.002084546],"study_design_scores_gemma":[0.0009529651,0.0001769269,0.9497945,0.00003773297,0.0000335294,0.00006750868,0.00001381197,0.008798313,0.0378972,0.0001653475,0.001887476,0.0001746722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978338,0.00002801729,0.0006288212,0.0005033435,0.00009897997,0.0003179944,0.0002079974,0.00009881197,0.000282157],"genre_scores_gemma":[0.995432,0.00003408762,0.001536913,0.000174831,0.00003231544,0.0000337752,0.001905421,0.00002875378,0.000821887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1895843,"threshold_uncertainty_score":0.6657696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745245026575036,"score_gpt":0.2995676456833052,"score_spread":0.2721151954175549,"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."}}