{"id":"W2992768828","doi":"","title":"Customizable, programmable, multimodal ophthalmic laser platform: towards improved therapy","year":2017,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut National d'Optique","funders":"","keywords":"Computer science; Laser therapy; Medicine; Laser; Physics; Optics","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":[0.0003483212,0.0004960191,0.0003001392,0.0003514096,0.0002085887,0.0009354656,0.001034942,0.0008951972,0.005122179],"category_scores_gemma":[0.0004703866,0.0002667476,0.0004449337,0.0001568368,0.0002950134,0.0008409395,0.001052917,0.0006869078,0.001458542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003668026,"about_ca_system_score_gemma":0.0004525468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003494221,"about_ca_topic_score_gemma":0.0005033497,"domain_scores_codex":[0.9996688,0.00002893521,0.00001605881,0.00007250202,0.0001692674,0.00004437708],"domain_scores_gemma":[0.9997732,0.0000542371,0.00005198783,0.00003555664,0.00005027088,0.00003471737],"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":[0.0002415599,0.0001100744,0.0004311889,0.000202509,0.00002769157,0.0002416173,0.00007317371,0.001610739,0.9455071,0.001347911,0.001940652,0.04826584],"study_design_scores_gemma":[0.0001235675,0.001230253,0.002923933,0.00009944542,0.0001448408,0.002412361,0.0001281394,0.03413697,0.8967968,0.001417353,0.06042202,0.0001642056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4319495,0.006173129,0.5296225,0.001525876,0.0009803058,0.0005243279,0.0009816384,0.007772957,0.02046968],"genre_scores_gemma":[0.7322363,0.002643169,0.237451,0.001451925,0.0002265619,0.0004692619,0.0004768736,0.0006091877,0.02443562],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005122179,"threshold_uncertainty_score":0.01713544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04800165880769395,"score_gpt":0.3608699972140509,"score_spread":0.3128683384063569,"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."}}