{"id":"W1973916623","doi":"10.1016/j.optlaseng.2006.10.003","title":"Fiber photo-catheters for laser treatment of atrial fibrillation","year":2006,"lang":"en","type":"article","venue":"Optics and Lasers in Engineering","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Walsh Medical Devices (Canada); University of Toronto","funders":"National Cancer Institute; National Heart, Lung, and Blood Institute","keywords":"Diffuser (optics); Catheter; Atrial fibrillation; Optical fiber; Materials science; Laser; Biomedical engineering; Fiber; Medicine; Optics; Optoelectronics; Surgery; Cardiology; Light source; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003927333,0.00006897253,0.0001521596,0.00008430376,0.00001053126,0.000006153428,0.000008385491,0.00003312782,0.00001081413],"category_scores_gemma":[0.00001446202,0.00006079544,0.00008996779,0.00006022022,0.000007063876,0.00002601707,0.000004431906,0.00001088892,6.604849e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002326889,"about_ca_system_score_gemma":0.00000538987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001754134,"about_ca_topic_score_gemma":0.0000037558,"domain_scores_codex":[0.9996359,0.000001914406,0.0001496258,0.00007822883,0.00004995899,0.00008432694],"domain_scores_gemma":[0.9998105,0.00007107863,0.00002880568,0.00005756914,0.00001271972,0.00001929145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006287426,0.00001645639,0.1496876,0.000421756,0.0001856357,0.000007497732,0.0001726143,0.8273442,0.003666508,0.002458986,0.0001139562,0.01529605],"study_design_scores_gemma":[0.01720238,0.001318073,0.08055402,0.0002165208,0.00053359,0.000006771249,0.00009977628,0.6609391,0.0188783,0.0002104108,0.219531,0.0005100585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978029,0.0001938851,0.0007875921,0.0001327575,0.0001148398,0.0003839424,0.000007780428,0.00001790264,0.000558432],"genre_scores_gemma":[0.9911919,0.0001307085,0.007097773,0.000003771113,0.0005094282,0.000001559231,0.00003982213,0.00001315908,0.001011926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2194171,"threshold_uncertainty_score":0.2479166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137187089252555,"score_gpt":0.2687877658668372,"score_spread":0.2474158949743117,"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."}}