{"id":"W2050548122","doi":"10.1002/lsm.20031","title":"Performance evaluation of cylindrical fiber optic light diffusers for biomedical applications","year":2004,"lang":"en","type":"article","venue":"Lasers in Surgery and Medicine","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Walsh Medical Devices (Canada)","funders":"National Cancer Institute","keywords":"Optics; Dosimetry; Azimuth; Optical fiber; Materials science; Diffuser (optics); Collimated light; Isotropy; Laser; Light emission; Radiation; Biomedical engineering; Optoelectronics; Light source; Physics; Nuclear medicine; Medicine","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":[0.001764959,0.0007106718,0.0003734295,0.0005311534,0.0003001287,0.0005854646,0.0004052267,0.000481889,0.0009326155],"category_scores_gemma":[0.004269339,0.0001993479,0.0003609644,0.0005513416,0.0003319416,0.0005302777,0.0003177374,0.0001971705,0.0003522633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006056715,"about_ca_system_score_gemma":0.0004031905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190179,"about_ca_topic_score_gemma":0.001186409,"domain_scores_codex":[0.9989905,0.0002783691,0.00006280725,0.0001945109,0.0003964721,0.00007742277],"domain_scores_gemma":[0.9964119,0.00109738,0.0006696326,0.0002944459,0.001356337,0.0001703001],"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":[0.001633361,0.0001193117,0.003297026,0.0003268794,0.0000269976,0.0000773249,0.0001980195,0.00823194,0.9552287,0.0002896946,0.000206057,0.03036466],"study_design_scores_gemma":[0.00006872844,0.005311997,0.01296651,0.00003460646,0.00008751256,0.0004665313,0.0001945814,0.01728412,0.9594177,0.0001034491,0.003990532,0.00007372902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575173,0.002534655,0.03813436,0.00005852152,0.00003611632,0.0001401987,0.0002198612,0.0002833409,0.001075696],"genre_scores_gemma":[0.9653527,0.00113857,0.03194053,0.00003221037,0.00001473333,0.00008321161,0.0002586075,0.0000858342,0.001093566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001764959,"threshold_uncertainty_score":0.009334087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989645983013534,"score_gpt":0.3526260649709606,"score_spread":0.3127296051408253,"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."}}